{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 爬取网站(https://www.51job.com/)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1.导入模块"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import requests_html\n",
    "from requests_html import HTMLSession\n",
    "import urllib.parse"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2.请求url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "session = HTMLSession()\n",
    "r = session.get(\"https://www.51job.com/\")\n",
    "r"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.Xpath解析"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 地区"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 解析地区分类（地区_xpath）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<Element 'a' target='_blank' href='//www.51job.com/beijing/'>,\n",
       " <Element 'a' target='_blank' href='//www.51job.com/shanghai/'>,\n",
       " <Element 'a' target='_blank' href='//www.51job.com/guangzhou/'>,\n",
       " <Element 'a' target='_blank' href='//www.51job.com/shenzhen/'>,\n",
       " <Element 'a' target='_blank' href='//www.51job.com/wuhan/'>,\n",
       " <Element 'a' target='_blank' href='//www.51job.com/xian/'>,\n",
       " <Element 'a' target='_blank' href='//www.51job.com/hangzhou/'>,\n",
       " <Element 'a' target='_blank' href='//www.51job.com/nanjing/'>,\n",
       " <Element 'a' target='_blank' href='//www.51job.com/chengdu/'>,\n",
       " <Element 'a' target='_blank' href='//www.51job.com/chongqing/'>,\n",
       " <Element 'a' target='_blank' href='//www.51job.com/dongguan/'>,\n",
       " <Element 'a' target='_blank' href='//www.51job.com/dalian/'>,\n",
       " <Element 'a' target='_blank' href='//www.51job.com/shenyang/'>,\n",
       " <Element 'a' target='_blank' href='//www.51job.com/suzhou/'>,\n",
       " <Element 'a' target='_blank' href='//www.51job.com/kunming/'>,\n",
       " <Element 'a' target='_blank' href='//www.51job.com/changsha/'>,\n",
       " <Element 'a' target='_blank' href='//www.51job.com/hefei/'>,\n",
       " <Element 'a' target='_blank' href='//www.51job.com/ningbo/'>,\n",
       " <Element 'a' target='_blank' href='//www.51job.com/zhengzhou/'>,\n",
       " <Element 'a' target='_blank' href='//www.51job.com/tianjin/'>,\n",
       " <Element 'a' target='_blank' href='//www.51job.com/qingdao/'>]"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "地区_xpath = '//div[@class=\"li\"]/a'\n",
    "r.html.xpath(地区_xpath)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 将地区_xpath的各标签转换成URL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://www.51job.com/beijing/',\n",
       " 'https://www.51job.com/shanghai/',\n",
       " 'https://www.51job.com/guangzhou/',\n",
       " 'https://www.51job.com/shenzhen/',\n",
       " 'https://www.51job.com/wuhan/',\n",
       " 'https://www.51job.com/xian/',\n",
       " 'https://www.51job.com/hangzhou/',\n",
       " 'https://www.51job.com/nanjing/',\n",
       " 'https://www.51job.com/chengdu/',\n",
       " 'https://www.51job.com/chongqing/',\n",
       " 'https://www.51job.com/dongguan/',\n",
       " 'https://www.51job.com/dalian/',\n",
       " 'https://www.51job.com/shenyang/',\n",
       " 'https://www.51job.com/suzhou/',\n",
       " 'https://www.51job.com/kunming/',\n",
       " 'https://www.51job.com/changsha/',\n",
       " 'https://www.51job.com/hefei/',\n",
       " 'https://www.51job.com/ningbo/',\n",
       " 'https://www.51job.com/zhengzhou/',\n",
       " 'https://www.51job.com/tianjin/',\n",
       " 'https://www.51job.com/qingdao/']"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "地区_xpath = '//div[@class=\"li\"]/a'\n",
    "地区分类 = [list(i.absolute_links)[0] for i in r.html.xpath(地区_xpath)]\n",
    "地区分类"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 解析地区分类（地区_xpath_text）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['北京',\n",
       " '上海',\n",
       " '广州',\n",
       " '深圳',\n",
       " '武汉',\n",
       " '西安',\n",
       " '杭州',\n",
       " '南京',\n",
       " '成都',\n",
       " '重庆',\n",
       " '东莞',\n",
       " '大连',\n",
       " '沈阳',\n",
       " '苏州',\n",
       " '昆明',\n",
       " '长沙',\n",
       " '合肥',\n",
       " '宁波',\n",
       " '郑州',\n",
       " '天津',\n",
       " '青岛']"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "地区_xpath_text = '//div[@class=\"li\"]/a/text()'#爬取的分类的节点\n",
    "r.html.xpath(地区_xpath_text)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 将地区_xpath_text列举出来"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: '北京',\n",
       " 1: '上海',\n",
       " 2: '广州',\n",
       " 3: '深圳',\n",
       " 4: '武汉',\n",
       " 5: '西安',\n",
       " 6: '杭州',\n",
       " 7: '南京',\n",
       " 8: '成都',\n",
       " 9: '重庆',\n",
       " 10: '东莞',\n",
       " 11: '大连',\n",
       " 12: '沈阳',\n",
       " 13: '苏州',\n",
       " 14: '昆明',\n",
       " 15: '长沙',\n",
       " 16: '合肥',\n",
       " 17: '宁波',\n",
       " 18: '郑州',\n",
       " 19: '天津',\n",
       " 20: '青岛'}"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "地区分类文本=r.html.xpath(地区_xpath_text)\n",
    "{k:i for k,i in enumerate( 地区分类文本)}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 解析地区_xpath的url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'北京': ['www.51job.com', 'beijing', ''],\n",
       " '上海': ['www.51job.com', 'shanghai', ''],\n",
       " '广州': ['www.51job.com', 'guangzhou', ''],\n",
       " '深圳': ['www.51job.com', 'shenzhen', ''],\n",
       " '武汉': ['www.51job.com', 'wuhan', ''],\n",
       " '西安': ['www.51job.com', 'xian', ''],\n",
       " '杭州': ['www.51job.com', 'hangzhou', ''],\n",
       " '南京': ['www.51job.com', 'nanjing', ''],\n",
       " '成都': ['www.51job.com', 'chengdu', ''],\n",
       " '重庆': ['www.51job.com', 'chongqing', ''],\n",
       " '东莞': ['www.51job.com', 'dongguan', ''],\n",
       " '大连': ['www.51job.com', 'dalian', ''],\n",
       " '沈阳': ['www.51job.com', 'shenyang', ''],\n",
       " '苏州': ['www.51job.com', 'suzhou', ''],\n",
       " '昆明': ['www.51job.com', 'kunming', ''],\n",
       " '长沙': ['www.51job.com', 'changsha', ''],\n",
       " '合肥': ['www.51job.com', 'hefei', ''],\n",
       " '宁波': ['www.51job.com', 'ningbo', ''],\n",
       " '郑州': ['www.51job.com', 'zhengzhou', ''],\n",
       " '天津': ['www.51job.com', 'tianjin', ''],\n",
       " '青岛': ['www.51job.com', 'qingdao', '']}"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "地区分类_dict = {i:地区分类[k].split('//')[1].split('/') for k,i in enumerate(地区分类文本)}\n",
    "地区分类_dict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 将地区_xpath的字典形式转换为DataFrame形式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>北京</th>\n",
       "      <th>上海</th>\n",
       "      <th>广州</th>\n",
       "      <th>深圳</th>\n",
       "      <th>武汉</th>\n",
       "      <th>西安</th>\n",
       "      <th>杭州</th>\n",
       "      <th>南京</th>\n",
       "      <th>成都</th>\n",
       "      <th>重庆</th>\n",
       "      <th>...</th>\n",
       "      <th>大连</th>\n",
       "      <th>沈阳</th>\n",
       "      <th>苏州</th>\n",
       "      <th>昆明</th>\n",
       "      <th>长沙</th>\n",
       "      <th>合肥</th>\n",
       "      <th>宁波</th>\n",
       "      <th>郑州</th>\n",
       "      <th>天津</th>\n",
       "      <th>青岛</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>www.51job.com</td>\n",
       "      <td>www.51job.com</td>\n",
       "      <td>www.51job.com</td>\n",
       "      <td>www.51job.com</td>\n",
       "      <td>www.51job.com</td>\n",
       "      <td>www.51job.com</td>\n",
       "      <td>www.51job.com</td>\n",
       "      <td>www.51job.com</td>\n",
       "      <td>www.51job.com</td>\n",
       "      <td>www.51job.com</td>\n",
       "      <td>...</td>\n",
       "      <td>www.51job.com</td>\n",
       "      <td>www.51job.com</td>\n",
       "      <td>www.51job.com</td>\n",
       "      <td>www.51job.com</td>\n",
       "      <td>www.51job.com</td>\n",
       "      <td>www.51job.com</td>\n",
       "      <td>www.51job.com</td>\n",
       "      <td>www.51job.com</td>\n",
       "      <td>www.51job.com</td>\n",
       "      <td>www.51job.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>beijing</td>\n",
       "      <td>shanghai</td>\n",
       "      <td>guangzhou</td>\n",
       "      <td>shenzhen</td>\n",
       "      <td>wuhan</td>\n",
       "      <td>xian</td>\n",
       "      <td>hangzhou</td>\n",
       "      <td>nanjing</td>\n",
       "      <td>chengdu</td>\n",
       "      <td>chongqing</td>\n",
       "      <td>...</td>\n",
       "      <td>dalian</td>\n",
       "      <td>shenyang</td>\n",
       "      <td>suzhou</td>\n",
       "      <td>kunming</td>\n",
       "      <td>changsha</td>\n",
       "      <td>hefei</td>\n",
       "      <td>ningbo</td>\n",
       "      <td>zhengzhou</td>\n",
       "      <td>tianjin</td>\n",
       "      <td>qingdao</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              北京             上海             广州             深圳             武汉  \\\n",
       "0  www.51job.com  www.51job.com  www.51job.com  www.51job.com  www.51job.com   \n",
       "1        beijing       shanghai      guangzhou       shenzhen          wuhan   \n",
       "2                                                                              \n",
       "\n",
       "              西安             杭州             南京             成都             重庆  \\\n",
       "0  www.51job.com  www.51job.com  www.51job.com  www.51job.com  www.51job.com   \n",
       "1           xian       hangzhou        nanjing        chengdu      chongqing   \n",
       "2                                                                              \n",
       "\n",
       "   ...             大连             沈阳             苏州             昆明  \\\n",
       "0  ...  www.51job.com  www.51job.com  www.51job.com  www.51job.com   \n",
       "1  ...         dalian       shenyang         suzhou        kunming   \n",
       "2  ...                                                               \n",
       "\n",
       "              长沙             合肥             宁波             郑州             天津  \\\n",
       "0  www.51job.com  www.51job.com  www.51job.com  www.51job.com  www.51job.com   \n",
       "1       changsha          hefei         ningbo      zhengzhou        tianjin   \n",
       "2                                                                              \n",
       "\n",
       "              青岛  \n",
       "0  www.51job.com  \n",
       "1        qingdao  \n",
       "2                 \n",
       "\n",
       "[3 rows x 21 columns]"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "地区分类_df = pd.DataFrame(地区分类_dict)\n",
    "地区分类_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 行业"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 解析行业分类(行业_xpath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<Element 'a' target='_blank' title='互联网/电子商务' track-type='indKeyword' href='https://search.51job.com/list/030200,000000,0000,32,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare='>,\n",
       " <Element 'a' target='_blank' title='金融/投资/证券' track-type='indKeyword' href='https://search.51job.com/list/030200,000000,0000,03,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare='>,\n",
       " <Element 'a' target='_blank' title='汽车' track-type='indKeyword' href='https://search.51job.com/list/030200,000000,0000,33,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare='>,\n",
       " <Element 'a' target='_blank' title='房地产' track-type='indKeyword' href='https://search.51job.com/list/030200,000000,0000,26,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare='>]"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业_xpath ='//div[@class=\"cn hlist\"]//span/a'#爬取的分类的节点\n",
    "行业分类=r.html.xpath(行业_xpath)\n",
    "行业分类"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 将行业_xpath转换成各标签的URL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030200,000000,0000,32,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,03,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,33,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,26,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=']"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业分类 = [list(i.absolute_links)[0] for i in r.html.xpath(行业_xpath)]\n",
    "行业分类"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 解析行业分类(行业_xpath_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['互联网/电子商务', '金融/投资/证券', '汽车', '房地产']"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#['互联网/电子商务']\n",
    "#行业_xpath ='//div[@class=\"cn hlist\"]//span[@class=\"h1 e_icon\"]/a/text()'#爬取的分类的节点\n",
    "#r.html.xpath(行业_xpath)\n",
    "\n",
    "#['金融/投资/证券']\n",
    "# 行业_xpath ='//div[@class=\"cn hlist\"]//span[@class=\"h2 e_icon\"]/a/text()'#爬取的分类的节点\n",
    "# r.html.xpath(行业_xpath)\n",
    "\n",
    "# ['汽车']\n",
    "# 行业_xpath ='//div[@class=\"cn hlist\"]//span[@class=\"h3 e_icon\"]/a/text()'#爬取的分类的节点\n",
    "# r.html.xpath(行业_xpath)\n",
    "\n",
    "# ['房地产']\n",
    "行业_xpath_text ='//div[@class=\"cn hlist\"]//span/a/text()'#爬取的分类的节点\n",
    "行业分类文本=r.html.xpath(行业_xpath_text)\n",
    "行业分类文本"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 将行业_xpath的url的字典形式转换成DataFrame(URL-字典-DataFrame）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 第1种"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 对标签进行排序（字典推导式）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: '互联网/电子商务', 1: '金融/投资/证券', 2: '汽车', 3: '房地产'}"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业分类文本=r.html.xpath(行业_xpath_text)\n",
    "{k:i for k,i in enumerate( 行业分类文本)}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 将行业_xpath的URL转换成字典形式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'互联网/电子商务': ['lang=c',\n",
       "  'stype=1',\n",
       "  'postchannel=0000',\n",
       "  'workyear=99',\n",
       "  'cotype=99°reefrom=99',\n",
       "  'jobterm=99',\n",
       "  'companysize=99',\n",
       "  'lonlat=0%2C0',\n",
       "  'radius=-1',\n",
       "  'ord_field=0',\n",
       "  'confirmdate=9',\n",
       "  'fromType=',\n",
       "  'dibiaoid=0',\n",
       "  'address=',\n",
       "  'line=',\n",
       "  'specialarea=00',\n",
       "  'from=',\n",
       "  'welfare='],\n",
       " '金融/投资/证券': ['lang=c',\n",
       "  'stype=1',\n",
       "  'postchannel=0000',\n",
       "  'workyear=99',\n",
       "  'cotype=99°reefrom=99',\n",
       "  'jobterm=99',\n",
       "  'companysize=99',\n",
       "  'lonlat=0%2C0',\n",
       "  'radius=-1',\n",
       "  'ord_field=0',\n",
       "  'confirmdate=9',\n",
       "  'fromType=',\n",
       "  'dibiaoid=0',\n",
       "  'address=',\n",
       "  'line=',\n",
       "  'specialarea=00',\n",
       "  'from=',\n",
       "  'welfare='],\n",
       " '汽车': ['lang=c',\n",
       "  'stype=1',\n",
       "  'postchannel=0000',\n",
       "  'workyear=99',\n",
       "  'cotype=99°reefrom=99',\n",
       "  'jobterm=99',\n",
       "  'companysize=99',\n",
       "  'lonlat=0%2C0',\n",
       "  'radius=-1',\n",
       "  'ord_field=0',\n",
       "  'confirmdate=9',\n",
       "  'fromType=',\n",
       "  'dibiaoid=0',\n",
       "  'address=',\n",
       "  'line=',\n",
       "  'specialarea=00',\n",
       "  'from=',\n",
       "  'welfare='],\n",
       " '房地产': ['lang=c',\n",
       "  'stype=1',\n",
       "  'postchannel=0000',\n",
       "  'workyear=99',\n",
       "  'cotype=99°reefrom=99',\n",
       "  'jobterm=99',\n",
       "  'companysize=99',\n",
       "  'lonlat=0%2C0',\n",
       "  'radius=-1',\n",
       "  'ord_field=0',\n",
       "  'confirmdate=9',\n",
       "  'fromType=',\n",
       "  'dibiaoid=0',\n",
       "  'address=',\n",
       "  'line=',\n",
       "  'specialarea=00',\n",
       "  'from=',\n",
       "  'welfare=']}"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业分类_dict = {i:行业分类[k].split('?')[1].split('&') for k,i in enumerate(行业分类文本)}\n",
    "行业分类_dict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 将字典转换成DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>互联网/电子商务</th>\n",
       "      <th>金融/投资/证券</th>\n",
       "      <th>汽车</th>\n",
       "      <th>房地产</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>lang=c</td>\n",
       "      <td>lang=c</td>\n",
       "      <td>lang=c</td>\n",
       "      <td>lang=c</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>stype=1</td>\n",
       "      <td>stype=1</td>\n",
       "      <td>stype=1</td>\n",
       "      <td>stype=1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>postchannel=0000</td>\n",
       "      <td>postchannel=0000</td>\n",
       "      <td>postchannel=0000</td>\n",
       "      <td>postchannel=0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>workyear=99</td>\n",
       "      <td>workyear=99</td>\n",
       "      <td>workyear=99</td>\n",
       "      <td>workyear=99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>cotype=99°reefrom=99</td>\n",
       "      <td>cotype=99°reefrom=99</td>\n",
       "      <td>cotype=99°reefrom=99</td>\n",
       "      <td>cotype=99°reefrom=99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>jobterm=99</td>\n",
       "      <td>jobterm=99</td>\n",
       "      <td>jobterm=99</td>\n",
       "      <td>jobterm=99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>companysize=99</td>\n",
       "      <td>companysize=99</td>\n",
       "      <td>companysize=99</td>\n",
       "      <td>companysize=99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>lonlat=0%2C0</td>\n",
       "      <td>lonlat=0%2C0</td>\n",
       "      <td>lonlat=0%2C0</td>\n",
       "      <td>lonlat=0%2C0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>radius=-1</td>\n",
       "      <td>radius=-1</td>\n",
       "      <td>radius=-1</td>\n",
       "      <td>radius=-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>ord_field=0</td>\n",
       "      <td>ord_field=0</td>\n",
       "      <td>ord_field=0</td>\n",
       "      <td>ord_field=0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>confirmdate=9</td>\n",
       "      <td>confirmdate=9</td>\n",
       "      <td>confirmdate=9</td>\n",
       "      <td>confirmdate=9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>fromType=</td>\n",
       "      <td>fromType=</td>\n",
       "      <td>fromType=</td>\n",
       "      <td>fromType=</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>dibiaoid=0</td>\n",
       "      <td>dibiaoid=0</td>\n",
       "      <td>dibiaoid=0</td>\n",
       "      <td>dibiaoid=0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>address=</td>\n",
       "      <td>address=</td>\n",
       "      <td>address=</td>\n",
       "      <td>address=</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>line=</td>\n",
       "      <td>line=</td>\n",
       "      <td>line=</td>\n",
       "      <td>line=</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>specialarea=00</td>\n",
       "      <td>specialarea=00</td>\n",
       "      <td>specialarea=00</td>\n",
       "      <td>specialarea=00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>from=</td>\n",
       "      <td>from=</td>\n",
       "      <td>from=</td>\n",
       "      <td>from=</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>welfare=</td>\n",
       "      <td>welfare=</td>\n",
       "      <td>welfare=</td>\n",
       "      <td>welfare=</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                互联网/电子商务              金融/投资/证券                    汽车  \\\n",
       "0                 lang=c                lang=c                lang=c   \n",
       "1                stype=1               stype=1               stype=1   \n",
       "2       postchannel=0000      postchannel=0000      postchannel=0000   \n",
       "3            workyear=99           workyear=99           workyear=99   \n",
       "4   cotype=99°reefrom=99  cotype=99°reefrom=99  cotype=99°reefrom=99   \n",
       "5             jobterm=99            jobterm=99            jobterm=99   \n",
       "6         companysize=99        companysize=99        companysize=99   \n",
       "7           lonlat=0%2C0          lonlat=0%2C0          lonlat=0%2C0   \n",
       "8              radius=-1             radius=-1             radius=-1   \n",
       "9            ord_field=0           ord_field=0           ord_field=0   \n",
       "10         confirmdate=9         confirmdate=9         confirmdate=9   \n",
       "11             fromType=             fromType=             fromType=   \n",
       "12            dibiaoid=0            dibiaoid=0            dibiaoid=0   \n",
       "13              address=              address=              address=   \n",
       "14                 line=                 line=                 line=   \n",
       "15        specialarea=00        specialarea=00        specialarea=00   \n",
       "16                 from=                 from=                 from=   \n",
       "17              welfare=              welfare=              welfare=   \n",
       "\n",
       "                     房地产  \n",
       "0                 lang=c  \n",
       "1                stype=1  \n",
       "2       postchannel=0000  \n",
       "3            workyear=99  \n",
       "4   cotype=99°reefrom=99  \n",
       "5             jobterm=99  \n",
       "6         companysize=99  \n",
       "7           lonlat=0%2C0  \n",
       "8              radius=-1  \n",
       "9            ord_field=0  \n",
       "10         confirmdate=9  \n",
       "11             fromType=  \n",
       "12            dibiaoid=0  \n",
       "13              address=  \n",
       "14                 line=  \n",
       "15        specialarea=00  \n",
       "16                 from=  \n",
       "17              welfare=  "
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业分类_df = pd.DataFrame(行业分类_dict)\n",
    "行业分类_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 第2种"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 将行业_xpath的URL转换成字典形式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'互联网/电子商务': {'lang': 'c',\n",
       "  'stype': '1',\n",
       "  'postchannel': '0000',\n",
       "  'workyear': '99',\n",
       "  'cotype': '99°reefrom',\n",
       "  'jobterm': '99',\n",
       "  'companysize': '99',\n",
       "  'lonlat': '0%2C0',\n",
       "  'radius': '-1',\n",
       "  'ord_field': '0',\n",
       "  'confirmdate': '9',\n",
       "  'fromType': '',\n",
       "  'dibiaoid': '0',\n",
       "  'address': '',\n",
       "  'line': '',\n",
       "  'specialarea': '00',\n",
       "  'from': '',\n",
       "  'welfare': ''},\n",
       " '金融/投资/证券': {'lang': 'c',\n",
       "  'stype': '1',\n",
       "  'postchannel': '0000',\n",
       "  'workyear': '99',\n",
       "  'cotype': '99°reefrom',\n",
       "  'jobterm': '99',\n",
       "  'companysize': '99',\n",
       "  'lonlat': '0%2C0',\n",
       "  'radius': '-1',\n",
       "  'ord_field': '0',\n",
       "  'confirmdate': '9',\n",
       "  'fromType': '',\n",
       "  'dibiaoid': '0',\n",
       "  'address': '',\n",
       "  'line': '',\n",
       "  'specialarea': '00',\n",
       "  'from': '',\n",
       "  'welfare': ''},\n",
       " '汽车': {'lang': 'c',\n",
       "  'stype': '1',\n",
       "  'postchannel': '0000',\n",
       "  'workyear': '99',\n",
       "  'cotype': '99°reefrom',\n",
       "  'jobterm': '99',\n",
       "  'companysize': '99',\n",
       "  'lonlat': '0%2C0',\n",
       "  'radius': '-1',\n",
       "  'ord_field': '0',\n",
       "  'confirmdate': '9',\n",
       "  'fromType': '',\n",
       "  'dibiaoid': '0',\n",
       "  'address': '',\n",
       "  'line': '',\n",
       "  'specialarea': '00',\n",
       "  'from': '',\n",
       "  'welfare': ''},\n",
       " '房地产': {'lang': 'c',\n",
       "  'stype': '1',\n",
       "  'postchannel': '0000',\n",
       "  'workyear': '99',\n",
       "  'cotype': '99°reefrom',\n",
       "  'jobterm': '99',\n",
       "  'companysize': '99',\n",
       "  'lonlat': '0%2C0',\n",
       "  'radius': '-1',\n",
       "  'ord_field': '0',\n",
       "  'confirmdate': '9',\n",
       "  'fromType': '',\n",
       "  'dibiaoid': '0',\n",
       "  'address': '',\n",
       "  'line': '',\n",
       "  'specialarea': '00',\n",
       "  'from': '',\n",
       "  'welfare': ''}}"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业分类_dict ={i:{x.split('=')[0]:x.split('=')[1] for x in 行业分类[k].split('?')[1].split('&')} for k,i in enumerate( 行业分类文本)}#字典推导式内字典推导式\n",
    "行业分类_dict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 将各标签URL字典形式转换为DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>互联网/电子商务</th>\n",
       "      <th>金融/投资/证券</th>\n",
       "      <th>汽车</th>\n",
       "      <th>房地产</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>lang</th>\n",
       "      <td>c</td>\n",
       "      <td>c</td>\n",
       "      <td>c</td>\n",
       "      <td>c</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stype</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>postchannel</th>\n",
       "      <td>0000</td>\n",
       "      <td>0000</td>\n",
       "      <td>0000</td>\n",
       "      <td>0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>workyear</th>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cotype</th>\n",
       "      <td>99°reefrom</td>\n",
       "      <td>99°reefrom</td>\n",
       "      <td>99°reefrom</td>\n",
       "      <td>99°reefrom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jobterm</th>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>companysize</th>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lonlat</th>\n",
       "      <td>0%2C0</td>\n",
       "      <td>0%2C0</td>\n",
       "      <td>0%2C0</td>\n",
       "      <td>0%2C0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>radius</th>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ord_field</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>confirmdate</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fromType</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dibiaoid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>address</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>line</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>specialarea</th>\n",
       "      <td>00</td>\n",
       "      <td>00</td>\n",
       "      <td>00</td>\n",
       "      <td>00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>from</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>welfare</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               互联网/电子商务    金融/投资/证券          汽车         房地产\n",
       "lang                  c           c           c           c\n",
       "stype                 1           1           1           1\n",
       "postchannel        0000        0000        0000        0000\n",
       "workyear             99          99          99          99\n",
       "cotype       99°reefrom  99°reefrom  99°reefrom  99°reefrom\n",
       "jobterm              99          99          99          99\n",
       "companysize          99          99          99          99\n",
       "lonlat            0%2C0       0%2C0       0%2C0       0%2C0\n",
       "radius               -1          -1          -1          -1\n",
       "ord_field             0           0           0           0\n",
       "confirmdate           9           9           9           9\n",
       "fromType                                                   \n",
       "dibiaoid              0           0           0           0\n",
       "address                                                    \n",
       "line                                                       \n",
       "specialarea          00          00          00          00\n",
       "from                                                       \n",
       "welfare                                                    "
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业分类_df = pd.DataFrame(行业分类_dict)\n",
    "行业分类_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030200,000000,0000,32,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,03,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,33,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,26,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=']"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "链接_xpath='//div[@class=\"cn hlist\"]//span/a/@href'\n",
    "r.html.xpath(链接_xpath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>行业</th>\n",
       "      <th>链结</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>互联网/电子商务</td>\n",
       "      <td>https://search.51job.com/list/030200,000000,00...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>金融/投资/证券</td>\n",
       "      <td>https://search.51job.com/list/030200,000000,00...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>汽车</td>\n",
       "      <td>https://search.51job.com/list/030200,000000,00...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>房地产</td>\n",
       "      <td>https://search.51job.com/list/030200,000000,00...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         行业                                                 链结\n",
       "0  互联网/电子商务  https://search.51job.com/list/030200,000000,00...\n",
       "1  金融/投资/证券  https://search.51job.com/list/030200,000000,00...\n",
       "2        汽车  https://search.51job.com/list/030200,000000,00...\n",
       "3       房地产  https://search.51job.com/list/030200,000000,00..."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 作为xpath字典，键为我要抓的牛肉名称，值为xpath\n",
    "dict_xpaths={ \n",
    "    '行业':    '//div[@class=\"cn hlist\"]//span/a/text()',\n",
    "    '链结':    '//div[@class=\"cn hlist\"]//span/a/@href', \n",
    "#     '地区':    '//div[@class=\"li\"]/a/text()',\n",
    "}\n",
    "数据字典 = {k:r.html.xpath(v) for k,v in dict_xpaths.items()}\n",
    "数据 = pd.DataFrame(数据字典)\n",
    "display(数据)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>地区</th>\n",
       "      <th>链结</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>北京</td>\n",
       "      <td>//www.51job.com/beijing/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>上海</td>\n",
       "      <td>//www.51job.com/shanghai/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>广州</td>\n",
       "      <td>//www.51job.com/guangzhou/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>深圳</td>\n",
       "      <td>//www.51job.com/shenzhen/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>武汉</td>\n",
       "      <td>//www.51job.com/wuhan/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>西安</td>\n",
       "      <td>//www.51job.com/xian/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>杭州</td>\n",
       "      <td>//www.51job.com/hangzhou/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>南京</td>\n",
       "      <td>//www.51job.com/nanjing/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>成都</td>\n",
       "      <td>//www.51job.com/chengdu/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>重庆</td>\n",
       "      <td>//www.51job.com/chongqing/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>东莞</td>\n",
       "      <td>//www.51job.com/dongguan/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>大连</td>\n",
       "      <td>//www.51job.com/dalian/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>沈阳</td>\n",
       "      <td>//www.51job.com/shenyang/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>苏州</td>\n",
       "      <td>//www.51job.com/suzhou/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>昆明</td>\n",
       "      <td>//www.51job.com/kunming/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>长沙</td>\n",
       "      <td>//www.51job.com/changsha/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>合肥</td>\n",
       "      <td>//www.51job.com/hefei/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>宁波</td>\n",
       "      <td>//www.51job.com/ningbo/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>郑州</td>\n",
       "      <td>//www.51job.com/zhengzhou/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>天津</td>\n",
       "      <td>//www.51job.com/tianjin/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>青岛</td>\n",
       "      <td>//www.51job.com/qingdao/</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    地区                          链结\n",
       "0   北京    //www.51job.com/beijing/\n",
       "1   上海   //www.51job.com/shanghai/\n",
       "2   广州  //www.51job.com/guangzhou/\n",
       "3   深圳   //www.51job.com/shenzhen/\n",
       "4   武汉      //www.51job.com/wuhan/\n",
       "5   西安       //www.51job.com/xian/\n",
       "6   杭州   //www.51job.com/hangzhou/\n",
       "7   南京    //www.51job.com/nanjing/\n",
       "8   成都    //www.51job.com/chengdu/\n",
       "9   重庆  //www.51job.com/chongqing/\n",
       "10  东莞   //www.51job.com/dongguan/\n",
       "11  大连     //www.51job.com/dalian/\n",
       "12  沈阳   //www.51job.com/shenyang/\n",
       "13  苏州     //www.51job.com/suzhou/\n",
       "14  昆明    //www.51job.com/kunming/\n",
       "15  长沙   //www.51job.com/changsha/\n",
       "16  合肥      //www.51job.com/hefei/\n",
       "17  宁波     //www.51job.com/ningbo/\n",
       "18  郑州  //www.51job.com/zhengzhou/\n",
       "19  天津    //www.51job.com/tianjin/\n",
       "20  青岛    //www.51job.com/qingdao/"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 作为xpath字典，键为我要抓的牛肉名称，值为xpath\n",
    "dict_xpaths={ \n",
    "    '地区':    '//div[@class=\"li\"]/a/text()',\n",
    "    '链结':    '//div[@class=\"li\"]/a/@href',\n",
    "}\n",
    "数据字典 = {k:r.html.xpath(v) for k,v in dict_xpaths.items()}\n",
    "数据 = pd.DataFrame(数据字典)\n",
    "display(数据)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 51job-职位搜索"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(https://search.51job.com/list/030200,000000,0000,00,9,99,%2B,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 请求URL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "session = HTMLSession()\n",
    "r = session.get(\"https://search.51job.com/list/030200,000000,0000,00,9,99,%2B,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\")\n",
    "r"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 读取script文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'top_ads': [],\n",
       " 'auction_ads': [],\n",
       " 'market_ads': [],\n",
       " 'engine_search_result': [{'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132092398',\n",
       "   'coid': '2758227',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132092398.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '招聘专员（外包）',\n",
       "   'job_title': '招聘专员（外包）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2758227.html',\n",
       "   'company_name': '字节跳动',\n",
       "   'providesalary_text': '0.7-1.2万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '10',\n",
       "   'issuedate': '2021-05-20 20:30:14',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '下午茶 六险一金 团队氛围好 晋升空间大 扁平管理 用户过亿 大牛带队 免费三餐 弹性工作 租房补贴',\n",
       "   'jobwelf_list': ['下午茶',\n",
       "    '六险一金',\n",
       "    '团队氛围好',\n",
       "    '晋升空间大',\n",
       "    '扁平管理',\n",
       "    '用户过亿',\n",
       "    '大牛带队',\n",
       "    '免费三餐',\n",
       "    '弹性工作',\n",
       "    '租房补贴'],\n",
       "   'attribute_text': ['广州', '无需经验', '本科', '招2人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132092342',\n",
       "   'coid': '2522526',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132092342.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '资深品牌',\n",
       "   'job_title': '资深品牌',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2522526.html',\n",
       "   'company_name': '三七互娱',\n",
       "   'providesalary_text': '1.5-1.8万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-20 20:20:13',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 交通补贴 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 定期体检 电脑补助',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '员工旅游',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴',\n",
       "    '专业培训',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '定期体检',\n",
       "    '电脑补助'],\n",
       "   'attribute_text': ['广州', '5-7年经验', '本科', '招1人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132091796',\n",
       "   'coid': '672253',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/hangzhou\\\\/132091796.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '人事专员',\n",
       "   'job_title': '人事专员',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co672253.html',\n",
       "   'company_name': '华住酒店管理有限公司',\n",
       "   'providesalary_text': '5-6千\\\\/月',\n",
       "   'workarea': '080200',\n",
       "   'workarea_text': '异地招聘',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 20:10:58',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['异地招聘', '2年经验', '本科', '招4人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '酒店\\\\/旅游',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '125940332',\n",
       "   'coid': '2023161',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hdq\\\\/125940332.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '物业弱电技工',\n",
       "   'job_title': '物业弱电技工',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2023161.html',\n",
       "   'company_name': '广东保利置业有限公司',\n",
       "   'providesalary_text': '4.5-5千\\\\/月',\n",
       "   'workarea': '030208',\n",
       "   'workarea_text': '广州-花都区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '3',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-20 19:08:09',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '带薪年假 五险一金 专业培训 高温补贴 餐饮补贴',\n",
       "   'jobwelf_list': ['带薪年假', '五险一金', '专业培训', '高温补贴', '餐饮补贴'],\n",
       "   'attribute_text': ['广州-花都区', '1年经验', '中技', '招3人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '房地产',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132091077',\n",
       "   'coid': '1609778',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132091077.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '爱家产品经理',\n",
       "   'job_title': '爱家产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1609778.html',\n",
       "   'company_name': '保利地产投资顾问有限公司',\n",
       "   'providesalary_text': '2-2.5万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 18:40:39',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 绩效奖金 年终双薪 带薪年假 节日福利 定期体检 交通补贴',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '餐饮补贴',\n",
       "    '绩效奖金',\n",
       "    '年终双薪',\n",
       "    '带薪年假',\n",
       "    '节日福利',\n",
       "    '定期体检',\n",
       "    '交通补贴'],\n",
       "   'attribute_text': ['广州', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '5000-10000人',\n",
       "   'companyind_text': '房地产',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132090765',\n",
       "   'coid': '5206803',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/132090765.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '销售专员',\n",
       "   'job_title': '销售专员',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5206803.html',\n",
       "   'company_name': '跨越速运集团有限公司',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '4',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 18:30:50',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-越秀区', '3-4年经验', '中专', '招100人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '交通\\\\/运输\\\\/物流',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132086879',\n",
       "   'coid': '587406',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/132086879.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '(Senior) Finance Officer- Budget &amp; Forecast',\n",
       "   'job_title': '(Senior) Finance Officer- Budget &amp; Forecast',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co587406.html',\n",
       "   'company_name': '屈臣氏个人用品商店有限公司',\n",
       "   'providesalary_text': '1-2万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（非欧美）',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 17:20:04',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 大平台 牛人多 氛围好 五险一金 补充医疗保险',\n",
       "   'jobwelf_list': ['周末双休', '大平台', '牛人多', '氛围好', '五险一金', '补充医疗保险'],\n",
       "   'attribute_text': ['广州-越秀区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '批发\\\\/零售',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132086628',\n",
       "   'coid': '3870446',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/132086628.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '空调软件开发工程师',\n",
       "   'job_title': '空调软件开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3870446.html',\n",
       "   'company_name': '广州松下空调器有限公司',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（非欧美）',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 17:11:57',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 交通补贴 绩效奖金 餐饮补贴 免费班车 员工旅游 出国机会 定期体检 专业培训 年终奖金',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '交通补贴',\n",
       "    '绩效奖金',\n",
       "    '餐饮补贴',\n",
       "    '免费班车',\n",
       "    '员工旅游',\n",
       "    '出国机会',\n",
       "    '定期体检',\n",
       "    '专业培训',\n",
       "    '年终奖金'],\n",
       "   'attribute_text': ['广州-番禺区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '家具\\\\/家电\\\\/玩具\\\\/礼品',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132086437',\n",
       "   'coid': '4400526',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/132086437.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '广州获客BDM',\n",
       "   'job_title': '广州获客BDM',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4400526.html',\n",
       "   'company_name': '美团',\n",
       "   'providesalary_text': '1.4-2万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 17:11:14',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-越秀区', '2年经验', '招1人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132086010',\n",
       "   'coid': '5487324',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132086010.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '安全总监\\\\/项目安全负责人',\n",
       "   'job_title': '安全总监\\\\/项目安全负责人',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5487324.html',\n",
       "   'company_name': '中建国际投资（广东）有限公司',\n",
       "   'providesalary_text': '2-3万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-20 17:02:44',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-天河区', '5-7年经验', '本科', '招5人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '房地产',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132085353',\n",
       "   'coid': '2521124',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132085353.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '储备区域经理',\n",
       "   'job_title': '储备区域经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2521124.html',\n",
       "   'company_name': '良品铺子股份有限公司',\n",
       "   'providesalary_text': '0.6-1万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 17:00:45',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 年终奖金 定期体检 带薪年假 节日福利 通讯补贴',\n",
       "   'jobwelf_list': ['五险一金', '绩效奖金', '年终奖金', '定期体检', '带薪年假', '节日福利', '通讯补贴'],\n",
       "   'attribute_text': ['广州', '2年经验', '大专', '招2人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '119381748',\n",
       "   'coid': '3010',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/119381748.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '可口可乐- 销售代表（广州-连锁便利店）',\n",
       "   'job_title': '可口可乐- 销售代表（广州-连锁便利店）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3010.html',\n",
       "   'company_name': '广东太古可口可乐有限公司',\n",
       "   'providesalary_text': '7-9千\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '2',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 17:00:43',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 年终奖金 专业培训 带薪年假 绩效奖金 餐饮补贴 交通补贴 高温补贴',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '补充医疗保险',\n",
       "    '年终奖金',\n",
       "    '专业培训',\n",
       "    '带薪年假',\n",
       "    '绩效奖金',\n",
       "    '餐饮补贴',\n",
       "    '交通补贴',\n",
       "    '高温补贴'],\n",
       "   'attribute_text': ['广州-海珠区', '2年经验', '高中', '招1人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '117445013',\n",
       "   'coid': '234501',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/117445013.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '采购专员（日语）',\n",
       "   'job_title': '采购专员（日语）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co234501.html',\n",
       "   'company_name': '松下电器全球采购（中国）有限公司',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（非欧美）',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-20 16:39:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '通讯补贴 补充公积金 员工旅游 绩效奖金 五险一金 定期体检 带薪年假',\n",
       "   'jobwelf_list': ['通讯补贴', '补充公积金', '员工旅游', '绩效奖金', '五险一金', '定期体检', '带薪年假'],\n",
       "   'attribute_text': ['广州-番禺区', '1年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '贸易\\\\/进出口',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132081578',\n",
       "   'coid': '1339600',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-nsq\\\\/132081578.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'project cost analyst',\n",
       "   'job_title': 'project cost analyst',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1339600.html',\n",
       "   'company_name': '广州安费诺诚信软性电路有限公司',\n",
       "   'providesalary_text': '1-1.8万\\\\/月',\n",
       "   'workarea': '030209',\n",
       "   'workarea_text': '广州-南沙区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（欧美）',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 16:01:38',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 免费班车 员工旅游 餐饮补贴 通讯补贴 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '免费班车', '员工旅游', '餐饮补贴', '通讯补贴', '年终奖金'],\n",
       "   'attribute_text': ['广州-南沙区', '3-4年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '电子技术\\\\/半导体\\\\/集成电路',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131734232',\n",
       "   'coid': '274497',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/131734232.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '店长 - 万国工厂店 ID-78420',\n",
       "   'job_title': '店长 - 万国工厂店 ID-78420',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co274497.html',\n",
       "   'company_name': '新百伦贸易（中国）有限公司',\n",
       "   'providesalary_text': '0.8-1万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（欧美）',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '7',\n",
       "   'issuedate': '2021-05-20 15:54:20',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 带薪年假 专业培训 节日福利 商业保险',\n",
       "   'jobwelf_list': ['五险一金', '带薪年假', '专业培训', '节日福利', '商业保险'],\n",
       "   'attribute_text': ['广州-海珠区', '8-9年经验', '大专', '招1人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '服装\\\\/纺织\\\\/皮革',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129331832',\n",
       "   'coid': '2485502',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-pdxq\\\\/129331832.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java（Remote）',\n",
       "   'job_title': 'Java（Remote）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2485502.html',\n",
       "   'company_name': '普华永道信息技术（上海）有限公司',\n",
       "   'providesalary_text': '1.5-2.5万\\\\/月',\n",
       "   'workarea': '021000',\n",
       "   'workarea_text': '异地招聘',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（欧美）',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 15:51:06',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 通讯补贴 弹性工作 出国机会',\n",
       "   'jobwelf_list': ['五险一金', '补充医疗保险', '通讯补贴', '弹性工作', '出国机会'],\n",
       "   'attribute_text': ['异地招聘', '3-4年经验', '本科', '招20人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132079830',\n",
       "   'coid': '1991749',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132079830.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '智能信息事业群UC事业部-产品运营-广州',\n",
       "   'job_title': '智能信息事业群UC事业部-产品运营-广州',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1991749.html',\n",
       "   'company_name': '阿里巴巴集团',\n",
       "   'providesalary_text': '',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 15:33:38',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州', '2年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132074439',\n",
       "   'coid': '2580361',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132074439.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '销售助理SA',\n",
       "   'job_title': '销售助理SA',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2580361.html',\n",
       "   'company_name': '上海中智项目外包咨询服务有限公司（惠氏项目）',\n",
       "   'providesalary_text': '6.5-8千\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（欧美）',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 15:26:02',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 年终奖金 带薪年假 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '补充医疗保险', '年终奖金', '带薪年假', '周末双休'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '医疗\\\\/护理\\\\/卫生',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132076799',\n",
       "   'coid': '3645991',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132076799.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '网电销售专员',\n",
       "   'job_title': '网电销售专员',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3645991.html',\n",
       "   'company_name': '网易集团',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '10',\n",
       "   'issuedate': '2021-05-20 15:05:55',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '专业培训 餐饮补贴 免费班车 五险一金 年终奖金 绩效奖金',\n",
       "   'jobwelf_list': ['专业培训', '餐饮补贴', '免费班车', '五险一金', '年终奖金', '绩效奖金'],\n",
       "   'attribute_text': ['广州-天河区', '无需经验', '大专', '招10人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132074466',\n",
       "   'coid': '642218',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/132074466.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '北美零部件项目工程师',\n",
       "   'job_title': '北美零部件项目工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co642218.html',\n",
       "   'company_name': 'SGS通标标准技术服务有限公司广州分公司',\n",
       "   'providesalary_text': '0.7-1万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-20 14:59:37',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '专业培训 免费班车 五险一金 员工旅游 年终奖金 员工食堂 定期体检 带薪年假 高温补贴 节日福利',\n",
       "   'jobwelf_list': ['专业培训',\n",
       "    '免费班车',\n",
       "    '五险一金',\n",
       "    '员工旅游',\n",
       "    '年终奖金',\n",
       "    '员工食堂',\n",
       "    '定期体检',\n",
       "    '带薪年假',\n",
       "    '高温补贴',\n",
       "    '节日福利'],\n",
       "   'attribute_text': ['广州-黄埔区', '1年经验', '大专', '招1人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '检测，认证',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132055267',\n",
       "   'coid': '4312938',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132055267.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '国企直招 理财规划师 4800底薪 双休',\n",
       "   'job_title': '国企直招 理财规划师 4800底薪 双休',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4312938.html',\n",
       "   'company_name': '中国太平洋保险集团金玉兰财富管理中心',\n",
       "   'providesalary_text': '10-15万\\\\/年',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 14:44:02',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 企业年金 绩效奖金 年终奖金 专业培训 出国机会 弹性工作 定期体检',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '补充医疗保险',\n",
       "    '企业年金',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '专业培训',\n",
       "    '出国机会',\n",
       "    '弹性工作',\n",
       "    '定期体检'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招8人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '保险',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132075066',\n",
       "   'coid': '2381155',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132075066.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '广告销售经理',\n",
       "   'job_title': '广告销售经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2381155.html',\n",
       "   'company_name': '美团',\n",
       "   'providesalary_text': '0.8-1万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 14:31:37',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 带薪年假 五险一金 交通补贴 弹性工作 专业培训 节日福利',\n",
       "   'jobwelf_list': ['周末双休', '带薪年假', '五险一金', '交通补贴', '弹性工作', '专业培训', '节日福利'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130566941',\n",
       "   'coid': '2786390',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/130566941.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '船务文员（五险一金+中期奖金+年终奖金+提供食宿）',\n",
       "   'job_title': '船务文员（五险一金+中期奖金+年终奖金+提供食宿）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2786390.html',\n",
       "   'company_name': '广东高壹工机有限公司',\n",
       "   'providesalary_text': '4.8-6.5千\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（非欧美）',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 14:30:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 交通补贴 年终奖金 定期体检 免费班车',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '交通补贴', '年终奖金', '定期体检', '免费班车'],\n",
       "   'attribute_text': ['广州-番禺区', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '机械\\\\/设备\\\\/重工',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '124522804',\n",
       "   'coid': '2975514',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/124522804.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'KA销售代表（现代渠道）',\n",
       "   'job_title': 'KA销售代表（现代渠道）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2975514.html',\n",
       "   'company_name': '深圳百事可乐饮料有限公司',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（欧美）',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '10',\n",
       "   'issuedate': '2021-05-20 14:16:36',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 全勤奖 节日福利 年终奖金 通讯补贴 交通补贴 带薪年假 上岗培训 专业培训',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '绩效奖金',\n",
       "    '全勤奖',\n",
       "    '节日福利',\n",
       "    '年终奖金',\n",
       "    '通讯补贴',\n",
       "    '交通补贴',\n",
       "    '带薪年假',\n",
       "    '上岗培训',\n",
       "    '专业培训'],\n",
       "   'attribute_text': ['广州-天河区', '无需经验', '大专', '招1人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132072265',\n",
       "   'coid': '639201',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/foshan-ssq\\\\/132072265.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '高薪业务代表-三水-康师傅饮品',\n",
       "   'job_title': '高薪业务代表-三水-康师傅饮品',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co639201.html',\n",
       "   'company_name': '康师傅控股广州顶津食品有限公司',\n",
       "   'providesalary_text': '4-9千\\\\/月',\n",
       "   'workarea': '030604',\n",
       "   'workarea_text': '异地招聘',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（非欧美）',\n",
       "   'degreefrom': '2',\n",
       "   'workyear': '10',\n",
       "   'issuedate': '2021-05-20 14:10:57',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 带薪年假 高温补贴 交通补贴 节日福利 全勤奖 绩效奖金 培训拓展',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '带薪年假',\n",
       "    '高温补贴',\n",
       "    '交通补贴',\n",
       "    '节日福利',\n",
       "    '全勤奖',\n",
       "    '绩效奖金',\n",
       "    '培训拓展'],\n",
       "   'attribute_text': ['异地招聘', '无需经验', '高中', '招若干人'],\n",
       "   'companysize_text': '5000-10000人',\n",
       "   'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132071144',\n",
       "   'coid': '110741',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132071144.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Sales_汽车功能安全',\n",
       "   'job_title': 'Sales_汽车功能安全',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co110741.html',\n",
       "   'company_name': '必维集团 CIF China',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（欧美）',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 13:10:09',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 年终奖金 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '绩效奖金', '年终奖金', '定期体检'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '检测，认证',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129515761',\n",
       "   'coid': '2970846',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-chq\\\\/129515761.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '设备维修工',\n",
       "   'job_title': '设备维修工',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2970846.html',\n",
       "   'company_name': '江森自控日立万宝压缩机（广州）有限公司',\n",
       "   'providesalary_text': '0.5-1万\\\\/月',\n",
       "   'workarea': '030212',\n",
       "   'workarea_text': '广州-从化区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '4',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 13:10:06',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 免费班车 餐饮补贴 年终奖金 定期体检 专业培训 节日福利 带薪年假 高温补贴',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '补充医疗保险',\n",
       "    '免费班车',\n",
       "    '餐饮补贴',\n",
       "    '年终奖金',\n",
       "    '定期体检',\n",
       "    '专业培训',\n",
       "    '节日福利',\n",
       "    '带薪年假',\n",
       "    '高温补贴'],\n",
       "   'attribute_text': ['广州-从化区', '2年经验', '中专', '招若干人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '机械\\\\/设备\\\\/重工',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '125461210',\n",
       "   'coid': '138703',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '1',\n",
       "   'job_href': 'https:\\\\/\\\\/51rz.51job.com\\\\/job.html?jobid=125461210',\n",
       "   'job_name': '人事专员（驻点贝壳找房）',\n",
       "   'job_title': '人事专员（驻点贝壳找房）',\n",
       "   'company_href': 'http:\\\\/\\\\/51rz.51job.com\\\\/job.html?jobid=54832720&amp;coid=138703',\n",
       "   'company_name': '“前程无忧”51job.com（广州）',\n",
       "   'providesalary_text': '5-7千\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（非欧美）',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-20 11:57:09',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 专业培训 绩效奖金 年终奖金 定期体检 周末双休 节日福利 带薪年假 商业保险 团建活动',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '专业培训',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '定期体检',\n",
       "    '周末双休',\n",
       "    '节日福利',\n",
       "    '带薪年假',\n",
       "    '商业保险',\n",
       "    '团建活动'],\n",
       "   'attribute_text': ['广州-天河区', '1年经验', '大专', '招2人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132069241',\n",
       "   'coid': '5103426',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132069241.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '选址拓展经理',\n",
       "   'job_title': '选址拓展经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5103426.html',\n",
       "   'company_name': '美团',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 11:51:58',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 专业培训 定期体检 绩效奖金 餐饮补贴 交通补贴',\n",
       "   'jobwelf_list': ['五险一金', '专业培训', '定期体检', '绩效奖金', '餐饮补贴', '交通补贴'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132067775',\n",
       "   'coid': '154736',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/dongguan-sshq\\\\/132067775.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '软件开发工程师',\n",
       "   'job_title': '软件开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co154736.html',\n",
       "   'company_name': '华为技术有限公司',\n",
       "   'providesalary_text': '1.3-3万\\\\/月',\n",
       "   'workarea': '030833',\n",
       "   'workarea_text': '异地招聘',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '10',\n",
       "   'issuedate': '2021-05-20 11:39:26',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 年终奖金 股票期权 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '补充医疗保险', '年终奖金', '股票期权', '定期体检'],\n",
       "   'attribute_text': ['异地招聘', '无需经验', '本科', '招若干人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '通信\\\\/电信运营、增值服务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132066441',\n",
       "   'coid': '3846659',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/132066441.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '仓管员岗',\n",
       "   'job_title': '仓管员岗',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3846659.html',\n",
       "   'company_name': '京东商城华南区域分公司',\n",
       "   'providesalary_text': '5-7千\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '',\n",
       "   'workyear': '10',\n",
       "   'issuedate': '2021-05-20 11:32:42',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 绩效奖金 年终奖金 节日福利 高温补贴 带薪年假',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '绩效奖金', '年终奖金', '节日福利', '高温补贴', '带薪年假'],\n",
       "   'attribute_text': ['广州-黄埔区', '无需经验', '招若干人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132067607',\n",
       "   'coid': '2821227',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hdq\\\\/132067607.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '广州运营安全员',\n",
       "   'job_title': '广州运营安全员',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2821227.html',\n",
       "   'company_name': '滴滴',\n",
       "   'providesalary_text': '7-9千\\\\/月',\n",
       "   'workarea': '030208',\n",
       "   'workarea_text': '广州-花都区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '10',\n",
       "   'issuedate': '2021-05-20 11:31:42',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-花都区', '无需经验', '大专', '招20人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132065764',\n",
       "   'coid': '2198872',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/jiangmen\\\\/132065764.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '督导员',\n",
       "   'job_title': '督导员',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2198872.html',\n",
       "   'company_name': '广东嘉士利食品集团有限公司',\n",
       "   'providesalary_text': '5-6千\\\\/月',\n",
       "   'workarea': '031500',\n",
       "   'workarea_text': '异地招聘',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 11:10:22',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 节日福利 交通补贴 餐饮补贴 带薪年假',\n",
       "   'jobwelf_list': ['五险一金', '绩效奖金', '节日福利', '交通补贴', '餐饮补贴', '带薪年假'],\n",
       "   'attribute_text': ['异地招聘', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131908983',\n",
       "   'coid': '2779923',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangdongsheng\\\\/131908983.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '广州西城都荟三叶草店员',\n",
       "   'job_title': '广州西城都荟三叶草店员',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2779923.html',\n",
       "   'company_name': '阿迪达斯体育（中国）有限公司',\n",
       "   'providesalary_text': '4-6千\\\\/月',\n",
       "   'workarea': '030000',\n",
       "   'workarea_text': '异地招聘',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（欧美）',\n",
       "   'degreefrom': '2',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-20 11:06:55',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '补充医疗保险 五险一金 通讯补贴 交通补贴 餐饮补贴 弹性工作 绩效奖金 定期体检',\n",
       "   'jobwelf_list': ['补充医疗保险',\n",
       "    '五险一金',\n",
       "    '通讯补贴',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '弹性工作',\n",
       "    '绩效奖金',\n",
       "    '定期体检'],\n",
       "   'attribute_text': ['异地招聘', '1年经验', '高中', '招1人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '批发\\\\/零售',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132056011',\n",
       "   'coid': '3390083',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132056011.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '操作工',\n",
       "   'job_title': '操作工',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3390083.html',\n",
       "   'company_name': '广州雀巢冷冻食品有限公司',\n",
       "   'providesalary_text': '4.5-6千\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（欧美）',\n",
       "   'degreefrom': '1',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-20 10:51:22',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '带薪年假 五险一金 高温补贴 节日福利 专业培训 包吃 免费班车 轮班津贴 商业医疗保险 十三薪',\n",
       "   'jobwelf_list': ['带薪年假',\n",
       "    '五险一金',\n",
       "    '高温补贴',\n",
       "    '节日福利',\n",
       "    '专业培训',\n",
       "    '包吃',\n",
       "    '免费班车',\n",
       "    '轮班津贴',\n",
       "    '商业医疗保险',\n",
       "    '十三薪'],\n",
       "   'attribute_text': ['广州', '1年经验', '初中及以下', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132064601',\n",
       "   'coid': '269327',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132064601.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Senior Officer\\\\/Officer-FCS-HR-Campus Recruitment-Guangzhou',\n",
       "   'job_title': 'Senior Officer\\\\/Officer-FCS-HR-Campus Recruitment-Guangzhou',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co269327.html',\n",
       "   'company_name': 'PwC 普华永道',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（欧美）',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 10:46:56',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '专业服务(咨询、人力资源、财会)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130468446',\n",
       "   'coid': '1739836',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/130468446.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '人才发展与学习项目咨询顾问',\n",
       "   'job_title': '人才发展与学习项目咨询顾问',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1739836.html',\n",
       "   'company_name': '美国管理协会（中国）-AMA China',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（欧美）',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 10:41:24',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '专业培训 转正机会',\n",
       "   'jobwelf_list': ['专业培训', '转正机会'],\n",
       "   'attribute_text': ['广州', '2年经验', '本科', '招3人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '专业服务(咨询、人力资源、财会)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132062744',\n",
       "   'coid': '5269667',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132062744.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '光大银行信用卡白金卡销售（天河Z）',\n",
       "   'job_title': '光大银行信用卡白金卡销售（天河Z）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5269667.html',\n",
       "   'company_name': '中国光大银行股份有限公司广州分行',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '2',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-20 10:32:39',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '绩效奖金 专业培训 弹性工作 带薪年假 五险一金',\n",
       "   'jobwelf_list': ['绩效奖金', '专业培训', '弹性工作', '带薪年假', '五险一金'],\n",
       "   'attribute_text': ['广州-天河区', '1年经验', '高中', '招若干人'],\n",
       "   'companysize_text': '5000-10000人',\n",
       "   'companyind_text': '金融\\\\/投资\\\\/证券',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132061838',\n",
       "   'coid': '4842555',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/132061838.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '市场拓展岗',\n",
       "   'job_title': '市场拓展岗',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4842555.html',\n",
       "   'company_name': '中建三局绿色产业投资有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 10:22:59',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 交通补贴 餐饮补贴 绩效奖金 年终奖金 定期体检 补充医疗保险',\n",
       "   'jobwelf_list': ['五险一金', '交通补贴', '餐饮补贴', '绩效奖金', '年终奖金', '定期体检', '补充医疗保险'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '建筑\\\\/建材\\\\/工程',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132061236',\n",
       "   'coid': '2449752',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-zcq\\\\/132061236.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '小米店长-广东省就近安排工作地点',\n",
       "   'job_title': '小米店长-广东省就近安排工作地点',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2449752.html',\n",
       "   'company_name': '小米通讯技术有限公司',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '030211',\n",
       "   'workarea_text': '广州-增城区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-20 10:13:23',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 年终奖金 绩效奖金 弹性工作',\n",
       "   'jobwelf_list': ['五险一金', '年终奖金', '绩效奖金', '弹性工作'],\n",
       "   'attribute_text': ['广州-增城区', '1年经验', '大专', '招10人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '通信\\\\/电信运营、增值服务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132060142',\n",
       "   'coid': '2528523',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/132060142.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'EMC技术主管\\\\/经理',\n",
       "   'job_title': 'EMC技术主管\\\\/经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2528523.html',\n",
       "   'company_name': '深圳天祥质量技术服务有限公司广州分公司（Intertek 天祥集团）',\n",
       "   'providesalary_text': '5-7千\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（欧美）',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '7',\n",
       "   'issuedate': '2021-05-20 10:02:30',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 专业培训 补充医疗保险 免费班车 餐饮补贴 年终奖金 定期体检 年终双薪 节日福利',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '专业培训',\n",
       "    '补充医疗保险',\n",
       "    '免费班车',\n",
       "    '餐饮补贴',\n",
       "    '年终奖金',\n",
       "    '定期体检',\n",
       "    '年终双薪',\n",
       "    '节日福利'],\n",
       "   'attribute_text': ['广州-黄埔区', '8-9年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '5000-10000人',\n",
       "   'companyind_text': '检测，认证',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127476713',\n",
       "   'coid': '4980183',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/127476713.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '空运客服',\n",
       "   'job_title': '空运客服',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4980183.html',\n",
       "   'company_name': '爱派克斯国际物流（深圳）有限公司',\n",
       "   'providesalary_text': '5-6千\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（非欧美）',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-20 09:24:17',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 带薪年假 五险一金 加班补贴 高温补贴 员工商业保险 定期体检',\n",
       "   'jobwelf_list': ['周末双休', '带薪年假', '五险一金', '加班补贴', '高温补贴', '员工商业保险', '定期体检'],\n",
       "   'attribute_text': ['广州-天河区', '1年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '交通\\\\/运输\\\\/物流',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132054082',\n",
       "   'coid': '123056',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132054082.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '微信小程序业务后台开发工程师',\n",
       "   'job_title': '微信小程序业务后台开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co123056.html',\n",
       "   'company_name': '深圳市腾讯计算机系统有限公司',\n",
       "   'providesalary_text': '2-5万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-20 09:23:07',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州', '1年经验', '本科', '招5人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '118819049',\n",
       "   'coid': '2204589',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-lwq\\\\/118819049.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '海运销售',\n",
       "   'job_title': '海运销售',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2204589.html',\n",
       "   'company_name': '德威国际货运代理（上海）有限公司',\n",
       "   'providesalary_text': '5-7千\\\\/月',\n",
       "   'workarea': '030202',\n",
       "   'workarea_text': '广州-荔湾区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 09:18:38',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 餐饮补贴 绩效奖金 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '补充医疗保险', '餐饮补贴', '绩效奖金', '定期体检'],\n",
       "   'attribute_text': ['广州-荔湾区', '3-4年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '交通\\\\/运输\\\\/物流',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129653487',\n",
       "   'coid': '2266664',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/129653487.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '设备工程师\\\\/自动化工程师',\n",
       "   'job_title': '设备工程师\\\\/自动化工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2266664.html',\n",
       "   'company_name': '费森尤斯卡比（广州）医疗用品有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（欧美）',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 09:08:19',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '医疗设备\\\\/器械',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131773283',\n",
       "   'coid': '196505',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131773283.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Senior Marketing Officer-PR',\n",
       "   'job_title': 'Senior Marketing Officer-PR',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co196505.html',\n",
       "   'company_name': '太古汇（广州）发展有限公司',\n",
       "   'providesalary_text': '12-17万\\\\/年',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 09:07:59',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 员工旅游 通讯补贴 出国机会 年终奖金 定期体检 专业培训 弹性工作 绩效奖金',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '补充医疗保险',\n",
       "    '员工旅游',\n",
       "    '通讯补贴',\n",
       "    '出国机会',\n",
       "    '年终奖金',\n",
       "    '定期体检',\n",
       "    '专业培训',\n",
       "    '弹性工作',\n",
       "    '绩效奖金'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '房地产',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129793764',\n",
       "   'coid': '2756567',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '1',\n",
       "   'job_href': 'http:\\\\/\\\\/career.akzonobel.51job.com\\\\/sc\\\\/show_job_detail.php?jobid=129793764',\n",
       "   'job_name': 'Sr. Trade Marketing Specialist',\n",
       "   'job_title': 'Sr. Trade Marketing Specialist',\n",
       "   'company_href': 'http:\\\\/\\\\/career.akzonobel.51job.com',\n",
       "   'company_name': 'AkzoNobel 阿克苏诺贝尔 - Decorative Paints',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（欧美）',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 09:06:01',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '年终奖金 五险一金 补充医疗保险 专业培训 通讯补贴 免费班车',\n",
       "   'jobwelf_list': ['年终奖金', '五险一金', '补充医疗保险', '专业培训', '通讯补贴', '免费班车'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '5000-10000人',\n",
       "   'companyind_text': '石油\\\\/化工\\\\/矿产\\\\/地质',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127475966',\n",
       "   'coid': '3389050',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/127475966.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '行销推广经理',\n",
       "   'job_title': '行销推广经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3389050.html',\n",
       "   'company_name': '上海锐澳（RIO）酒业营销有限公司',\n",
       "   'providesalary_text': '1.2-1.5万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-20 08:49:38',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 免费班车 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 定期体检',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '免费班车',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴',\n",
       "    '专业培训',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '定期体检'],\n",
       "   'attribute_text': ['广州', '5-7年经验', '大专', '招1人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '94895903',\n",
       "   'coid': '2633677',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/94895903.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '型式试验工程师',\n",
       "   'job_title': '型式试验工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2633677.html',\n",
       "   'company_name': '日立电梯电机（广州）有限公司',\n",
       "   'providesalary_text': '5-7千\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-20 08:45:14',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 免费班车 员工旅游 定期体检 餐饮补贴',\n",
       "   'jobwelf_list': ['五险一金', '免费班车', '员工旅游', '定期体检', '餐饮补贴'],\n",
       "   'attribute_text': ['广州-黄埔区', '1年经验', '本科', '招1人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '机械\\\\/设备\\\\/重工',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132091964',\n",
       "   'coid': '5987119',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/132091964.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '道路服务专员（海珠区）',\n",
       "   'job_title': '道路服务专员（海珠区）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5987119.html',\n",
       "   'company_name': '广州蔚来汽车销售服务有限公司',\n",
       "   'providesalary_text': '0.7-1万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '2',\n",
       "   'workyear': '10',\n",
       "   'issuedate': '2021-05-20 19:40:06',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '上市公司 可转正实习 高薪实习 提供实习证明 团队氛围好 学习机会多 发展空间大',\n",
       "   'jobwelf_list': ['上市公司',\n",
       "    '可转正实习',\n",
       "    '高薪实习',\n",
       "    '提供实习证明',\n",
       "    '团队氛围好',\n",
       "    '学习机会多',\n",
       "    '发展空间大'],\n",
       "   'attribute_text': ['广州-海珠区', '无需经验', '高中', '招若干人'],\n",
       "   'companysize_text': '5000-10000人',\n",
       "   'companyind_text': '汽车',\n",
       "   'adid': ''}],\n",
       " 'jobid_count': '100000',\n",
       " 'banner_ads': '&lt;div class=\"mainleft s_search search_btm0\" id=\"banner_ads\"&gt;\\r\\n                                        &lt;table border=0 cellspacing=0 cellpadding=4&gt;&lt;tr&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35287308\" onmousedown=\"return AdsClick(35287308)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/36\\\\/35288\\\\/35287308\\\\/index.htm\" title=\"广州大晟健康管理有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35288\\\\/35287308\\\\/dc150-60.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35244159\" onmousedown=\"return AdsClick(35244159)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/ya\\\\/35244159\\\\/index.htm\" title=\"纯雅（广州）香精有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35245\\\\/35244159\\\\/3.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35244187\" onmousedown=\"return AdsClick(35244187)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/ya\\\\/35244187\\\\/index.htm\" title=\"高化学（上海）国际贸易有限公司广州分公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35245\\\\/35244187\\\\/5.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35212289\" onmousedown=\"return AdsClick(35212289)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/36\\\\/35213\\\\/35212289\\\\/index.htm\" title=\"广东定格文化传播有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35213\\\\/35212289\\\\/39.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35212295\" onmousedown=\"return AdsClick(35212295)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/36\\\\/35213\\\\/35212295\\\\/index.htm\" title=\"广州市图美广告材料有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35213\\\\/35212295\\\\/41.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35252748\" onmousedown=\"return AdsClick(35252748)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/gz\\\\/35252748\\\\/index.htm\" title=\"捷普电子（广州）有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35253\\\\/35252748\\\\/jp150.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n&lt;\\\\/tr&gt;\\n&lt;\\\\/table&gt;                    &lt;table border=0 cellspacing=0 cellpadding=4&gt;\\r\\n                        &lt;tr&gt;\\r\\n                            &lt;td&gt;&lt;a href=\"https:\\\\/\\\\/edu.51job.com\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img03.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/train\\\\/20200618\\\\/ad\\\\/eduad.png\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\r\\n                        &lt;\\\\/tr&gt;\\r\\n                    &lt;\\\\/table&gt;\\r\\n                                &lt;\\\\/div&gt;',\n",
       " 'is_collapseexpansion': '',\n",
       " 'co_ads': [],\n",
       " 'keyword_recommendation': {'title': '热门推荐',\n",
       "  'data_type': '2',\n",
       "  'keyword': '',\n",
       "  'data': [{'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E5%2589%258D%25E7%25A8%258B%25E6%2597%25A0%25E5%25BF%25A7%2B-%25E4%25BB%25A3%25E6%258B%259B%25E8%2581%2598%2B-51Job%25E6%258B%259B%25E8%2581%2598%25E4%25BC%259A,1,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '前程无忧招聘',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E9%2594%2580%25E5%2594%25AE,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '销售',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,java,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': 'java',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E4%25BA%25BA%25E4%25BA%258B,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '人事',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E4%25BC%259A%25E8%25AE%25A1,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '会计',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,UI,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': 'UI',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E5%25B9%25B3%25E9%259D%25A2%25E8%25AE%25BE%25E8%25AE%25A1,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '平面设计',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E8%25A1%258C%25E6%2594%25BF,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '行政',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,web%25E5%2589%258D%25E7%25AB%25AF,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': 'web前端',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E6%2588%25BF%25E5%259C%25B0%25E4%25BA%25A7,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '房地产',\n",
       "    'click': ''}]},\n",
       " 'search_condition': {'lang': 'c',\n",
       "  'keywordtype': '2',\n",
       "  'ord_field': '0',\n",
       "  'jobarea': '030200',\n",
       "  'curr_page': '1',\n",
       "  'district': '000000',\n",
       "  'dibiaoid': '0',\n",
       "  'postchannel': '0000',\n",
       "  'reservechannel': '00000000',\n",
       "  'issuedate': '9',\n",
       "  'providesalary': '99',\n",
       "  'degreefrom': '99',\n",
       "  'companysize': '99',\n",
       "  'cotype': '99',\n",
       "  'workyear': '99',\n",
       "  'industrytype': '00',\n",
       "  'funtype': '0000',\n",
       "  'jobterm': '99',\n",
       "  'keyword': '',\n",
       "  'welfare': '',\n",
       "  'address': '',\n",
       "  'line': '',\n",
       "  'confirmdate': '9',\n",
       "  'radius': '-1',\n",
       "  'lonlat': '0,0'},\n",
       " 'searched_condition': '广州',\n",
       " 'curr_page': '1',\n",
       " 'total_page': '2000',\n",
       " 'keyword_ads': [],\n",
       " 'job_search_assistance': [{'url': 'https:\\\\/\\\\/edu.51job.com\\\\/lesson_detail.php?lessonid=10602',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/train\\\\/20191220\\\\/10602.jpg?1620804516',\n",
       "   'txt': '面试中的说话之道',\n",
       "   'vtxt': '面试 求职 沟通技巧',\n",
       "   'startdate': '2020-07-28',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'},\n",
       "  {'url': 'http:\\\\/\\\\/trace.51job.com\\\\/mktrace.php?tag=lagoupc001&amp;u=aHR0cHM6Ly9lZHUuNTFqb2IuY29tL2xlc3Nvbl9kZXRhaWwucGhwP2xlc3NvbmlkPTM3MDA1&amp;k=1723ecdccac56be829f70a5cf594c656',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/banner\\\\/2020\\\\/0916\\\\/lg\\\\/fenxi960.png?1619327098',\n",
       "   'txt': '数据分析薪资高、人才缺口大',\n",
       "   'vtxt': 'Top20%学员大厂定向直推',\n",
       "   'startdate': '2021-02-01',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'},\n",
       "  {'url': 'https:\\\\/\\\\/i.51job.com\\\\/payservice\\\\/optimizeresume\\\\/introduce.php?lang=c&amp;mark=jlyh_pcsearch',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/tg\\\\/2021banner\\\\/jl_3\\\\/960_540.jpg?1619327089',\n",
       "   'txt': '一次完美简历升级，成为offer收割机',\n",
       "   'vtxt': '高薪求职第一步',\n",
       "   'startdate': '2021-02-01',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'}],\n",
       " 'seo_title': '【广州招聘，求职】-前程无忧',\n",
       " 'seo_description': '前程无忧为您提供广州招聘，求职信息。网聚全国各城市的人才信息，找好工作，找好员工，上前程无忧。',\n",
       " 'seo_keywords': '找工作,求职,人才,招聘'}"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "__SEARCH_RESULT__=r.html.xpath('//script')[-4].html.split('__SEARCH_RESULT__ =')[1].split('</script>')[0]\n",
    "results=eval(__SEARCH_RESULT__)\n",
    "results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 将script的信息转换为表格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>type</th>\n",
       "      <th>jt</th>\n",
       "      <th>tags</th>\n",
       "      <th>ad_track</th>\n",
       "      <th>jobid</th>\n",
       "      <th>coid</th>\n",
       "      <th>effect</th>\n",
       "      <th>is_special_job</th>\n",
       "      <th>job_href</th>\n",
       "      <th>job_name</th>\n",
       "      <th>...</th>\n",
       "      <th>workyear</th>\n",
       "      <th>issuedate</th>\n",
       "      <th>isFromXyz</th>\n",
       "      <th>isIntern</th>\n",
       "      <th>jobwelf</th>\n",
       "      <th>jobwelf_list</th>\n",
       "      <th>attribute_text</th>\n",
       "      <th>companysize_text</th>\n",
       "      <th>companyind_text</th>\n",
       "      <th>adid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132092398</td>\n",
       "      <td>2758227</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132092398...</td>\n",
       "      <td>招聘专员（外包）</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-20 20:30:14</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>下午茶 六险一金 团队氛围好 晋升空间大 扁平管理 用户过亿 大牛带队 免费三餐 弹性工作 ...</td>\n",
       "      <td>[下午茶, 六险一金, 团队氛围好, 晋升空间大, 扁平管理, 用户过亿, 大牛带队, 免费...</td>\n",
       "      <td>[广州, 无需经验, 本科, 招2人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132092342</td>\n",
       "      <td>2522526</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132092342...</td>\n",
       "      <td>资深品牌</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-20 20:20:13</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 员工旅游 交通补贴 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 定期体检 电脑补助</td>\n",
       "      <td>[五险一金, 员工旅游, 交通补贴, 餐饮补贴, 通讯补贴, 专业培训, 绩效奖金, 年终奖...</td>\n",
       "      <td>[广州, 5-7年经验, 本科, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132091796</td>\n",
       "      <td>672253</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/hangzhou\\/132091796....</td>\n",
       "      <td>人事专员</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-20 20:10:58</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[异地招聘, 2年经验, 本科, 招4人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>酒店\\/旅游</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>125940332</td>\n",
       "      <td>2023161</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/12594...</td>\n",
       "      <td>物业弱电技工</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-20 19:08:09</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>带薪年假 五险一金 专业培训 高温补贴 餐饮补贴</td>\n",
       "      <td>[带薪年假, 五险一金, 专业培训, 高温补贴, 餐饮补贴]</td>\n",
       "      <td>[广州-花都区, 1年经验, 中技, 招3人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>房地产</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132091077</td>\n",
       "      <td>1609778</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132091077...</td>\n",
       "      <td>爱家产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-20 18:40:39</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 餐饮补贴 绩效奖金 年终双薪 带薪年假 节日福利 定期体检 交通补贴</td>\n",
       "      <td>[五险一金, 餐饮补贴, 绩效奖金, 年终双薪, 带薪年假, 节日福利, 定期体检, 交通补贴]</td>\n",
       "      <td>[广州, 2年经验, 本科, 招1人]</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>房地产</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132090765</td>\n",
       "      <td>5206803</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13209...</td>\n",
       "      <td>销售专员</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-20 18:30:50</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-越秀区, 3-4年经验, 中专, 招100人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>交通\\/运输\\/物流</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132086879</td>\n",
       "      <td>587406</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13208...</td>\n",
       "      <td>(Senior) Finance Officer- Budget &amp;amp; Forecast</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-20 17:20:04</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>周末双休 大平台 牛人多 氛围好 五险一金 补充医疗保险</td>\n",
       "      <td>[周末双休, 大平台, 牛人多, 氛围好, 五险一金, 补充医疗保险]</td>\n",
       "      <td>[广州-越秀区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>批发\\/零售</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132086628</td>\n",
       "      <td>3870446</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13208...</td>\n",
       "      <td>空调软件开发工程师</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-20 17:11:57</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 交通补贴 绩效奖金 餐饮补贴 免费班车 员工旅游 出国机会 定期体检 专业培训 年终奖金</td>\n",
       "      <td>[五险一金, 交通补贴, 绩效奖金, 餐饮补贴, 免费班车, 员工旅游, 出国机会, 定期体...</td>\n",
       "      <td>[广州-番禺区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>家具\\/家电\\/玩具\\/礼品</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132086437</td>\n",
       "      <td>4400526</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13208...</td>\n",
       "      <td>广州获客BDM</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-20 17:11:14</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-越秀区, 2年经验, 招1人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132086010</td>\n",
       "      <td>5487324</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13208...</td>\n",
       "      <td>安全总监\\/项目安全负责人</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-20 17:02:44</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-天河区, 5-7年经验, 本科, 招5人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>房地产</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132085353</td>\n",
       "      <td>2521124</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132085353...</td>\n",
       "      <td>储备区域经理</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-20 17:00:45</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 绩效奖金 年终奖金 定期体检 带薪年假 节日福利 通讯补贴</td>\n",
       "      <td>[五险一金, 绩效奖金, 年终奖金, 定期体检, 带薪年假, 节日福利, 通讯补贴]</td>\n",
       "      <td>[广州, 2年经验, 大专, 招2人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>119381748</td>\n",
       "      <td>3010</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/11938...</td>\n",
       "      <td>可口可乐- 销售代表（广州-连锁便利店）</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-20 17:00:43</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 补充医疗保险 年终奖金 专业培训 带薪年假 绩效奖金 餐饮补贴 交通补贴 高温补贴</td>\n",
       "      <td>[五险一金, 补充医疗保险, 年终奖金, 专业培训, 带薪年假, 绩效奖金, 餐饮补贴, 交...</td>\n",
       "      <td>[广州-海珠区, 2年经验, 高中, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>117445013</td>\n",
       "      <td>234501</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11744...</td>\n",
       "      <td>采购专员（日语）</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-20 16:39:53</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>通讯补贴 补充公积金 员工旅游 绩效奖金 五险一金 定期体检 带薪年假</td>\n",
       "      <td>[通讯补贴, 补充公积金, 员工旅游, 绩效奖金, 五险一金, 定期体检, 带薪年假]</td>\n",
       "      <td>[广州-番禺区, 1年经验, 本科, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>贸易\\/进出口</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132081578</td>\n",
       "      <td>1339600</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-nsq\\/13208...</td>\n",
       "      <td>project cost analyst</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-20 16:01:38</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 免费班车 员工旅游 餐饮补贴 通讯补贴 年终奖金</td>\n",
       "      <td>[五险一金, 免费班车, 员工旅游, 餐饮补贴, 通讯补贴, 年终奖金]</td>\n",
       "      <td>[广州-南沙区, 3-4年经验, 大专, 招若干人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>电子技术\\/半导体\\/集成电路</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>131734232</td>\n",
       "      <td>274497</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13173...</td>\n",
       "      <td>店长 - 万国工厂店 ID-78420</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>2021-05-20 15:54:20</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 带薪年假 专业培训 节日福利 商业保险</td>\n",
       "      <td>[五险一金, 带薪年假, 专业培训, 节日福利, 商业保险]</td>\n",
       "      <td>[广州-海珠区, 8-9年经验, 大专, 招1人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>服装\\/纺织\\/皮革</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>129331832</td>\n",
       "      <td>2485502</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shanghai-pdxq\\/12933...</td>\n",
       "      <td>Java（Remote）</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-20 15:51:06</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 补充医疗保险 通讯补贴 弹性工作 出国机会</td>\n",
       "      <td>[五险一金, 补充医疗保险, 通讯补贴, 弹性工作, 出国机会]</td>\n",
       "      <td>[异地招聘, 3-4年经验, 本科, 招20人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132079830</td>\n",
       "      <td>1991749</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132079830...</td>\n",
       "      <td>智能信息事业群UC事业部-产品运营-广州</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-20 15:33:38</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州, 2年经验, 本科, 招若干人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132074439</td>\n",
       "      <td>2580361</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13207...</td>\n",
       "      <td>销售助理SA</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-20 15:26:02</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 补充医疗保险 年终奖金 带薪年假 周末双休</td>\n",
       "      <td>[五险一金, 补充医疗保险, 年终奖金, 带薪年假, 周末双休]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>医疗\\/护理\\/卫生</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132076799</td>\n",
       "      <td>3645991</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13207...</td>\n",
       "      <td>网电销售专员</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-20 15:05:55</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>专业培训 餐饮补贴 免费班车 五险一金 年终奖金 绩效奖金</td>\n",
       "      <td>[专业培训, 餐饮补贴, 免费班车, 五险一金, 年终奖金, 绩效奖金]</td>\n",
       "      <td>[广州-天河区, 无需经验, 大专, 招10人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>网络游戏</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132074466</td>\n",
       "      <td>642218</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13207...</td>\n",
       "      <td>北美零部件项目工程师</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-20 14:59:37</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>专业培训 免费班车 五险一金 员工旅游 年终奖金 员工食堂 定期体检 带薪年假 高温补贴 节日福利</td>\n",
       "      <td>[专业培训, 免费班车, 五险一金, 员工旅游, 年终奖金, 员工食堂, 定期体检, 带薪年...</td>\n",
       "      <td>[广州-黄埔区, 1年经验, 大专, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>检测，认证</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132055267</td>\n",
       "      <td>4312938</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132055267...</td>\n",
       "      <td>国企直招 理财规划师 4800底薪 双休</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-20 14:44:02</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 补充医疗保险 企业年金 绩效奖金 年终奖金 专业培训 出国机会 弹性工作 定期体检</td>\n",
       "      <td>[五险一金, 补充医疗保险, 企业年金, 绩效奖金, 年终奖金, 专业培训, 出国机会, 弹...</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招8人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>保险</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132075066</td>\n",
       "      <td>2381155</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132075066...</td>\n",
       "      <td>广告销售经理</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-20 14:31:37</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>周末双休 带薪年假 五险一金 交通补贴 弹性工作 专业培训 节日福利</td>\n",
       "      <td>[周末双休, 带薪年假, 五险一金, 交通补贴, 弹性工作, 专业培训, 节日福利]</td>\n",
       "      <td>[广州, 3-4年经验, 大专, 招若干人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>130566941</td>\n",
       "      <td>2786390</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13056...</td>\n",
       "      <td>船务文员（五险一金+中期奖金+年终奖金+提供食宿）</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-20 14:30:53</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 员工旅游 交通补贴 年终奖金 定期体检 免费班车</td>\n",
       "      <td>[五险一金, 员工旅游, 交通补贴, 年终奖金, 定期体检, 免费班车]</td>\n",
       "      <td>[广州-番禺区, 2年经验, 大专, 招1人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>机械\\/设备\\/重工</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>124522804</td>\n",
       "      <td>2975514</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12452...</td>\n",
       "      <td>KA销售代表（现代渠道）</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-20 14:16:36</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 绩效奖金 全勤奖 节日福利 年终奖金 通讯补贴 交通补贴 带薪年假 上岗培训 专业培训</td>\n",
       "      <td>[五险一金, 绩效奖金, 全勤奖, 节日福利, 年终奖金, 通讯补贴, 交通补贴, 带薪年假...</td>\n",
       "      <td>[广州-天河区, 无需经验, 大专, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132072265</td>\n",
       "      <td>639201</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan-ssq\\/13207226...</td>\n",
       "      <td>高薪业务代表-三水-康师傅饮品</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-20 14:10:57</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 带薪年假 高温补贴 交通补贴 节日福利 全勤奖 绩效奖金 培训拓展</td>\n",
       "      <td>[五险一金, 带薪年假, 高温补贴, 交通补贴, 节日福利, 全勤奖, 绩效奖金, 培训拓展]</td>\n",
       "      <td>[异地招聘, 无需经验, 高中, 招若干人]</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132071144</td>\n",
       "      <td>110741</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132071144...</td>\n",
       "      <td>Sales_汽车功能安全</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-20 13:10:09</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 绩效奖金 年终奖金 定期体检</td>\n",
       "      <td>[五险一金, 绩效奖金, 年终奖金, 定期体检]</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>检测，认证</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>129515761</td>\n",
       "      <td>2970846</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-chq\\/12951...</td>\n",
       "      <td>设备维修工</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-20 13:10:06</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 补充医疗保险 免费班车 餐饮补贴 年终奖金 定期体检 专业培训 节日福利 带薪年假...</td>\n",
       "      <td>[五险一金, 补充医疗保险, 免费班车, 餐饮补贴, 年终奖金, 定期体检, 专业培训, 节...</td>\n",
       "      <td>[广州-从化区, 2年经验, 中专, 招若干人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>机械\\/设备\\/重工</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>125461210</td>\n",
       "      <td>138703</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>https:\\/\\/51rz.51job.com\\/job.html?jobid=12546...</td>\n",
       "      <td>人事专员（驻点贝壳找房）</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-20 11:57:09</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 专业培训 绩效奖金 年终奖金 定期体检 周末双休 节日福利 带薪年假 商业保险 团建活动</td>\n",
       "      <td>[五险一金, 专业培训, 绩效奖金, 年终奖金, 定期体检, 周末双休, 节日福利, 带薪年...</td>\n",
       "      <td>[广州-天河区, 1年经验, 大专, 招2人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132069241</td>\n",
       "      <td>5103426</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132069241...</td>\n",
       "      <td>选址拓展经理</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-20 11:51:58</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 专业培训 定期体检 绩效奖金 餐饮补贴 交通补贴</td>\n",
       "      <td>[五险一金, 专业培训, 定期体检, 绩效奖金, 餐饮补贴, 交通补贴]</td>\n",
       "      <td>[广州, 3-4年经验, 大专, 招1人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132067775</td>\n",
       "      <td>154736</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-sshq\\/13206...</td>\n",
       "      <td>软件开发工程师</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-20 11:39:26</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 补充医疗保险 年终奖金 股票期权 定期体检</td>\n",
       "      <td>[五险一金, 补充医疗保险, 年终奖金, 股票期权, 定期体检]</td>\n",
       "      <td>[异地招聘, 无需经验, 本科, 招若干人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>通信\\/电信运营、增值服务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132066441</td>\n",
       "      <td>3846659</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13206...</td>\n",
       "      <td>仓管员岗</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-20 11:32:42</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 餐饮补贴 绩效奖金 年终奖金 节日福利 高温补贴 带薪年假</td>\n",
       "      <td>[五险一金, 餐饮补贴, 绩效奖金, 年终奖金, 节日福利, 高温补贴, 带薪年假]</td>\n",
       "      <td>[广州-黄埔区, 无需经验, 招若干人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132067607</td>\n",
       "      <td>2821227</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/13206...</td>\n",
       "      <td>广州运营安全员</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-20 11:31:42</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-花都区, 无需经验, 大专, 招20人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132065764</td>\n",
       "      <td>2198872</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/jiangmen\\/132065764....</td>\n",
       "      <td>督导员</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-20 11:10:22</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 绩效奖金 节日福利 交通补贴 餐饮补贴 带薪年假</td>\n",
       "      <td>[五险一金, 绩效奖金, 节日福利, 交通补贴, 餐饮补贴, 带薪年假]</td>\n",
       "      <td>[异地招聘, 2年经验, 大专, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>131908983</td>\n",
       "      <td>2779923</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangdongsheng\\/1319...</td>\n",
       "      <td>广州西城都荟三叶草店员</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-20 11:06:55</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>补充医疗保险 五险一金 通讯补贴 交通补贴 餐饮补贴 弹性工作 绩效奖金 定期体检</td>\n",
       "      <td>[补充医疗保险, 五险一金, 通讯补贴, 交通补贴, 餐饮补贴, 弹性工作, 绩效奖金, 定...</td>\n",
       "      <td>[异地招聘, 1年经验, 高中, 招1人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>批发\\/零售</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132056011</td>\n",
       "      <td>3390083</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132056011...</td>\n",
       "      <td>操作工</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-20 10:51:22</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>带薪年假 五险一金 高温补贴 节日福利 专业培训 包吃 免费班车 轮班津贴 商业医疗保险 十三薪</td>\n",
       "      <td>[带薪年假, 五险一金, 高温补贴, 节日福利, 专业培训, 包吃, 免费班车, 轮班津贴,...</td>\n",
       "      <td>[广州, 1年经验, 初中及以下, 招若干人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132064601</td>\n",
       "      <td>269327</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132064601...</td>\n",
       "      <td>Senior Officer\\/Officer-FCS-HR-Campus Recruitm...</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-20 10:46:56</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>专业服务(咨询、人力资源、财会)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>130468446</td>\n",
       "      <td>1739836</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/130468446...</td>\n",
       "      <td>人才发展与学习项目咨询顾问</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-20 10:41:24</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>专业培训 转正机会</td>\n",
       "      <td>[专业培训, 转正机会]</td>\n",
       "      <td>[广州, 2年经验, 本科, 招3人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>专业服务(咨询、人力资源、财会)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132062744</td>\n",
       "      <td>5269667</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13206...</td>\n",
       "      <td>光大银行信用卡白金卡销售（天河Z）</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-20 10:32:39</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>绩效奖金 专业培训 弹性工作 带薪年假 五险一金</td>\n",
       "      <td>[绩效奖金, 专业培训, 弹性工作, 带薪年假, 五险一金]</td>\n",
       "      <td>[广州-天河区, 1年经验, 高中, 招若干人]</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>金融\\/投资\\/证券</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132061838</td>\n",
       "      <td>4842555</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13206...</td>\n",
       "      <td>市场拓展岗</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-20 10:22:59</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 交通补贴 餐饮补贴 绩效奖金 年终奖金 定期体检 补充医疗保险</td>\n",
       "      <td>[五险一金, 交通补贴, 餐饮补贴, 绩效奖金, 年终奖金, 定期体检, 补充医疗保险]</td>\n",
       "      <td>[广州-海珠区, 3-4年经验, 本科, 招2人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>建筑\\/建材\\/工程</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132061236</td>\n",
       "      <td>2449752</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-zcq\\/13206...</td>\n",
       "      <td>小米店长-广东省就近安排工作地点</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-20 10:13:23</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 年终奖金 绩效奖金 弹性工作</td>\n",
       "      <td>[五险一金, 年终奖金, 绩效奖金, 弹性工作]</td>\n",
       "      <td>[广州-增城区, 1年经验, 大专, 招10人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>通信\\/电信运营、增值服务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132060142</td>\n",
       "      <td>2528523</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13206...</td>\n",
       "      <td>EMC技术主管\\/经理</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>2021-05-20 10:02:30</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 专业培训 补充医疗保险 免费班车 餐饮补贴 年终奖金 定期体检 年终双薪 节日福利</td>\n",
       "      <td>[五险一金, 专业培训, 补充医疗保险, 免费班车, 餐饮补贴, 年终奖金, 定期体检, 年...</td>\n",
       "      <td>[广州-黄埔区, 8-9年经验, 本科, 招若干人]</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>检测，认证</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>127476713</td>\n",
       "      <td>4980183</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12747...</td>\n",
       "      <td>空运客服</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-20 09:24:17</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>周末双休 带薪年假 五险一金 加班补贴 高温补贴 员工商业保险 定期体检</td>\n",
       "      <td>[周末双休, 带薪年假, 五险一金, 加班补贴, 高温补贴, 员工商业保险, 定期体检]</td>\n",
       "      <td>[广州-天河区, 1年经验, 大专, 招1人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>交通\\/运输\\/物流</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132054082</td>\n",
       "      <td>123056</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132054082...</td>\n",
       "      <td>微信小程序业务后台开发工程师</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-20 09:23:07</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州, 1年经验, 本科, 招5人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>118819049</td>\n",
       "      <td>2204589</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-lwq\\/11881...</td>\n",
       "      <td>海运销售</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-20 09:18:38</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 补充医疗保险 餐饮补贴 绩效奖金 定期体检</td>\n",
       "      <td>[五险一金, 补充医疗保险, 餐饮补贴, 绩效奖金, 定期体检]</td>\n",
       "      <td>[广州-荔湾区, 3-4年经验, 大专, 招若干人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>交通\\/运输\\/物流</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>129653487</td>\n",
       "      <td>2266664</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/129653487...</td>\n",
       "      <td>设备工程师\\/自动化工程师</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-20 09:08:19</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>医疗设备\\/器械</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>131773283</td>\n",
       "      <td>196505</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13177...</td>\n",
       "      <td>Senior Marketing Officer-PR</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-20 09:07:59</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 补充医疗保险 员工旅游 通讯补贴 出国机会 年终奖金 定期体检 专业培训 弹性工作...</td>\n",
       "      <td>[五险一金, 补充医疗保险, 员工旅游, 通讯补贴, 出国机会, 年终奖金, 定期体检, 专...</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>房地产</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>129793764</td>\n",
       "      <td>2756567</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>http:\\/\\/career.akzonobel.51job.com\\/sc\\/show_...</td>\n",
       "      <td>Sr. Trade Marketing Specialist</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-20 09:06:01</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>年终奖金 五险一金 补充医疗保险 专业培训 通讯补贴 免费班车</td>\n",
       "      <td>[年终奖金, 五险一金, 补充医疗保险, 专业培训, 通讯补贴, 免费班车]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>石油\\/化工\\/矿产\\/地质</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>127475966</td>\n",
       "      <td>3389050</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/127475966...</td>\n",
       "      <td>行销推广经理</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-20 08:49:38</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 免费班车 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 定期体检</td>\n",
       "      <td>[五险一金, 免费班车, 餐饮补贴, 通讯补贴, 专业培训, 绩效奖金, 年终奖金, 定期体检]</td>\n",
       "      <td>[广州, 5-7年经验, 大专, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>94895903</td>\n",
       "      <td>2633677</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/94895...</td>\n",
       "      <td>型式试验工程师</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-20 08:45:14</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>五险一金 免费班车 员工旅游 定期体检 餐饮补贴</td>\n",
       "      <td>[五险一金, 免费班车, 员工旅游, 定期体检, 餐饮补贴]</td>\n",
       "      <td>[广州-黄埔区, 1年经验, 本科, 招1人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>机械\\/设备\\/重工</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>engine_search_result</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td>132091964</td>\n",
       "      <td>5987119</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13209...</td>\n",
       "      <td>道路服务专员（海珠区）</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-05-20 19:40:06</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>上市公司 可转正实习 高薪实习 提供实习证明 团队氛围好 学习机会多 发展空间大</td>\n",
       "      <td>[上市公司, 可转正实习, 高薪实习, 提供实习证明, 团队氛围好, 学习机会多, 发展空间大]</td>\n",
       "      <td>[广州-海珠区, 无需经验, 高中, 招若干人]</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>汽车</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>50 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    type jt tags ad_track      jobid     coid effect  \\\n",
       "0   engine_search_result  0   []           132092398  2758227      1   \n",
       "1   engine_search_result  0   []           132092342  2522526      1   \n",
       "2   engine_search_result  0   []           132091796   672253      1   \n",
       "3   engine_search_result  0   []           125940332  2023161      1   \n",
       "4   engine_search_result  0   []           132091077  1609778      1   \n",
       "5   engine_search_result  0   []           132090765  5206803      1   \n",
       "6   engine_search_result  0   []           132086879   587406      1   \n",
       "7   engine_search_result  0   []           132086628  3870446      1   \n",
       "8   engine_search_result  0   []           132086437  4400526      1   \n",
       "9   engine_search_result  0   []           132086010  5487324      1   \n",
       "10  engine_search_result  0   []           132085353  2521124      1   \n",
       "11  engine_search_result  0   []           119381748     3010      1   \n",
       "12  engine_search_result  0   []           117445013   234501      1   \n",
       "13  engine_search_result  0   []           132081578  1339600      1   \n",
       "14  engine_search_result  0   []           131734232   274497      1   \n",
       "15  engine_search_result  0   []           129331832  2485502      1   \n",
       "16  engine_search_result  0   []           132079830  1991749      1   \n",
       "17  engine_search_result  0   []           132074439  2580361      1   \n",
       "18  engine_search_result  0   []           132076799  3645991      1   \n",
       "19  engine_search_result  0   []           132074466   642218      1   \n",
       "20  engine_search_result  0   []           132055267  4312938      1   \n",
       "21  engine_search_result  0   []           132075066  2381155      1   \n",
       "22  engine_search_result  0   []           130566941  2786390      1   \n",
       "23  engine_search_result  0   []           124522804  2975514      1   \n",
       "24  engine_search_result  0   []           132072265   639201      1   \n",
       "25  engine_search_result  0   []           132071144   110741      1   \n",
       "26  engine_search_result  0   []           129515761  2970846      1   \n",
       "27  engine_search_result  0   []           125461210   138703      1   \n",
       "28  engine_search_result  0   []           132069241  5103426      1   \n",
       "29  engine_search_result  0   []           132067775   154736      1   \n",
       "30  engine_search_result  0   []           132066441  3846659      1   \n",
       "31  engine_search_result  0   []           132067607  2821227      1   \n",
       "32  engine_search_result  0   []           132065764  2198872      1   \n",
       "33  engine_search_result  0   []           131908983  2779923      1   \n",
       "34  engine_search_result  0   []           132056011  3390083      1   \n",
       "35  engine_search_result  0   []           132064601   269327      1   \n",
       "36  engine_search_result  0   []           130468446  1739836      1   \n",
       "37  engine_search_result  0   []           132062744  5269667      1   \n",
       "38  engine_search_result  0   []           132061838  4842555      1   \n",
       "39  engine_search_result  0   []           132061236  2449752      1   \n",
       "40  engine_search_result  0   []           132060142  2528523      1   \n",
       "41  engine_search_result  0   []           127476713  4980183      1   \n",
       "42  engine_search_result  0   []           132054082   123056      1   \n",
       "43  engine_search_result  0   []           118819049  2204589      1   \n",
       "44  engine_search_result  0   []           129653487  2266664      1   \n",
       "45  engine_search_result  0   []           131773283   196505      1   \n",
       "46  engine_search_result  0   []           129793764  2756567      1   \n",
       "47  engine_search_result  0   []           127475966  3389050      1   \n",
       "48  engine_search_result  0   []            94895903  2633677      1   \n",
       "49  engine_search_result  0   []           132091964  5987119      1   \n",
       "\n",
       "   is_special_job                                           job_href  \\\n",
       "0                  https:\\/\\/jobs.51job.com\\/guangzhou\\/132092398...   \n",
       "1                  https:\\/\\/jobs.51job.com\\/guangzhou\\/132092342...   \n",
       "2                  https:\\/\\/jobs.51job.com\\/hangzhou\\/132091796....   \n",
       "3                  https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/12594...   \n",
       "4                  https:\\/\\/jobs.51job.com\\/guangzhou\\/132091077...   \n",
       "5                  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13209...   \n",
       "6                  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13208...   \n",
       "7                  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13208...   \n",
       "8                  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13208...   \n",
       "9                  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13208...   \n",
       "10                 https:\\/\\/jobs.51job.com\\/guangzhou\\/132085353...   \n",
       "11                 https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/11938...   \n",
       "12                 https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11744...   \n",
       "13                 https:\\/\\/jobs.51job.com\\/guangzhou-nsq\\/13208...   \n",
       "14                 https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13173...   \n",
       "15                 https:\\/\\/jobs.51job.com\\/shanghai-pdxq\\/12933...   \n",
       "16                 https:\\/\\/jobs.51job.com\\/guangzhou\\/132079830...   \n",
       "17                 https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13207...   \n",
       "18                 https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13207...   \n",
       "19                 https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13207...   \n",
       "20                 https:\\/\\/jobs.51job.com\\/guangzhou\\/132055267...   \n",
       "21                 https:\\/\\/jobs.51job.com\\/guangzhou\\/132075066...   \n",
       "22                 https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13056...   \n",
       "23                 https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12452...   \n",
       "24                 https:\\/\\/jobs.51job.com\\/foshan-ssq\\/13207226...   \n",
       "25                 https:\\/\\/jobs.51job.com\\/guangzhou\\/132071144...   \n",
       "26                 https:\\/\\/jobs.51job.com\\/guangzhou-chq\\/12951...   \n",
       "27              1  https:\\/\\/51rz.51job.com\\/job.html?jobid=12546...   \n",
       "28                 https:\\/\\/jobs.51job.com\\/guangzhou\\/132069241...   \n",
       "29                 https:\\/\\/jobs.51job.com\\/dongguan-sshq\\/13206...   \n",
       "30                 https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13206...   \n",
       "31                 https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/13206...   \n",
       "32                 https:\\/\\/jobs.51job.com\\/jiangmen\\/132065764....   \n",
       "33                 https:\\/\\/jobs.51job.com\\/guangdongsheng\\/1319...   \n",
       "34                 https:\\/\\/jobs.51job.com\\/guangzhou\\/132056011...   \n",
       "35                 https:\\/\\/jobs.51job.com\\/guangzhou\\/132064601...   \n",
       "36                 https:\\/\\/jobs.51job.com\\/guangzhou\\/130468446...   \n",
       "37                 https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13206...   \n",
       "38                 https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13206...   \n",
       "39                 https:\\/\\/jobs.51job.com\\/guangzhou-zcq\\/13206...   \n",
       "40                 https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13206...   \n",
       "41                 https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12747...   \n",
       "42                 https:\\/\\/jobs.51job.com\\/guangzhou\\/132054082...   \n",
       "43                 https:\\/\\/jobs.51job.com\\/guangzhou-lwq\\/11881...   \n",
       "44                 https:\\/\\/jobs.51job.com\\/guangzhou\\/129653487...   \n",
       "45                 https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13177...   \n",
       "46              1  http:\\/\\/career.akzonobel.51job.com\\/sc\\/show_...   \n",
       "47                 https:\\/\\/jobs.51job.com\\/guangzhou\\/127475966...   \n",
       "48                 https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/94895...   \n",
       "49                 https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13209...   \n",
       "\n",
       "                                             job_name  ... workyear  \\\n",
       "0                                            招聘专员（外包）  ...       10   \n",
       "1                                                资深品牌  ...        6   \n",
       "2                                                人事专员  ...        4   \n",
       "3                                              物业弱电技工  ...        3   \n",
       "4                                              爱家产品经理  ...        4   \n",
       "5                                                销售专员  ...        5   \n",
       "6     (Senior) Finance Officer- Budget &amp; Forecast  ...        5   \n",
       "7                                           空调软件开发工程师  ...        5   \n",
       "8                                             广州获客BDM  ...        4   \n",
       "9                                       安全总监\\/项目安全负责人  ...        6   \n",
       "10                                             储备区域经理  ...        4   \n",
       "11                               可口可乐- 销售代表（广州-连锁便利店）  ...        4   \n",
       "12                                           采购专员（日语）  ...        3   \n",
       "13                               project cost analyst  ...        5   \n",
       "14                                店长 - 万国工厂店 ID-78420  ...        7   \n",
       "15                                       Java（Remote）  ...        5   \n",
       "16                               智能信息事业群UC事业部-产品运营-广州  ...        4   \n",
       "17                                             销售助理SA  ...        5   \n",
       "18                                             网电销售专员  ...       10   \n",
       "19                                         北美零部件项目工程师  ...        3   \n",
       "20                               国企直招 理财规划师 4800底薪 双休  ...        5   \n",
       "21                                             广告销售经理  ...        5   \n",
       "22                          船务文员（五险一金+中期奖金+年终奖金+提供食宿）  ...        4   \n",
       "23                                       KA销售代表（现代渠道）  ...       10   \n",
       "24                                    高薪业务代表-三水-康师傅饮品  ...       10   \n",
       "25                                       Sales_汽车功能安全  ...        5   \n",
       "26                                              设备维修工  ...        4   \n",
       "27                                       人事专员（驻点贝壳找房）  ...        3   \n",
       "28                                             选址拓展经理  ...        5   \n",
       "29                                            软件开发工程师  ...       10   \n",
       "30                                               仓管员岗  ...       10   \n",
       "31                                            广州运营安全员  ...       10   \n",
       "32                                                督导员  ...        4   \n",
       "33                                        广州西城都荟三叶草店员  ...        3   \n",
       "34                                                操作工  ...        3   \n",
       "35  Senior Officer\\/Officer-FCS-HR-Campus Recruitm...  ...        5   \n",
       "36                                      人才发展与学习项目咨询顾问  ...        4   \n",
       "37                                  光大银行信用卡白金卡销售（天河Z）  ...        3   \n",
       "38                                              市场拓展岗  ...        5   \n",
       "39                                   小米店长-广东省就近安排工作地点  ...        3   \n",
       "40                                        EMC技术主管\\/经理  ...        7   \n",
       "41                                               空运客服  ...        3   \n",
       "42                                     微信小程序业务后台开发工程师  ...        3   \n",
       "43                                               海运销售  ...        5   \n",
       "44                                      设备工程师\\/自动化工程师  ...        5   \n",
       "45                        Senior Marketing Officer-PR  ...        5   \n",
       "46                     Sr. Trade Marketing Specialist  ...        5   \n",
       "47                                             行销推广经理  ...        6   \n",
       "48                                            型式试验工程师  ...        3   \n",
       "49                                        道路服务专员（海珠区）  ...       10   \n",
       "\n",
       "              issuedate isFromXyz isIntern  \\\n",
       "0   2021-05-20 20:30:14                  0   \n",
       "1   2021-05-20 20:20:13                  0   \n",
       "2   2021-05-20 20:10:58                  0   \n",
       "3   2021-05-20 19:08:09                  0   \n",
       "4   2021-05-20 18:40:39                  0   \n",
       "5   2021-05-20 18:30:50                  0   \n",
       "6   2021-05-20 17:20:04                  0   \n",
       "7   2021-05-20 17:11:57                  0   \n",
       "8   2021-05-20 17:11:14                  0   \n",
       "9   2021-05-20 17:02:44                  0   \n",
       "10  2021-05-20 17:00:45                  0   \n",
       "11  2021-05-20 17:00:43                  0   \n",
       "12  2021-05-20 16:39:53                  0   \n",
       "13  2021-05-20 16:01:38                  0   \n",
       "14  2021-05-20 15:54:20                  0   \n",
       "15  2021-05-20 15:51:06                  0   \n",
       "16  2021-05-20 15:33:38                  0   \n",
       "17  2021-05-20 15:26:02                  0   \n",
       "18  2021-05-20 15:05:55                  0   \n",
       "19  2021-05-20 14:59:37                  0   \n",
       "20  2021-05-20 14:44:02                  0   \n",
       "21  2021-05-20 14:31:37                  0   \n",
       "22  2021-05-20 14:30:53                  0   \n",
       "23  2021-05-20 14:16:36                  0   \n",
       "24  2021-05-20 14:10:57                  0   \n",
       "25  2021-05-20 13:10:09                  0   \n",
       "26  2021-05-20 13:10:06                  0   \n",
       "27  2021-05-20 11:57:09                  0   \n",
       "28  2021-05-20 11:51:58                  0   \n",
       "29  2021-05-20 11:39:26                  0   \n",
       "30  2021-05-20 11:32:42                  0   \n",
       "31  2021-05-20 11:31:42                  0   \n",
       "32  2021-05-20 11:10:22                  0   \n",
       "33  2021-05-20 11:06:55                  0   \n",
       "34  2021-05-20 10:51:22                  0   \n",
       "35  2021-05-20 10:46:56                  0   \n",
       "36  2021-05-20 10:41:24                  0   \n",
       "37  2021-05-20 10:32:39                  0   \n",
       "38  2021-05-20 10:22:59                  0   \n",
       "39  2021-05-20 10:13:23                  0   \n",
       "40  2021-05-20 10:02:30                  0   \n",
       "41  2021-05-20 09:24:17                  0   \n",
       "42  2021-05-20 09:23:07                  0   \n",
       "43  2021-05-20 09:18:38                  0   \n",
       "44  2021-05-20 09:08:19                  0   \n",
       "45  2021-05-20 09:07:59                  0   \n",
       "46  2021-05-20 09:06:01                  0   \n",
       "47  2021-05-20 08:49:38                  0   \n",
       "48  2021-05-20 08:45:14                  0   \n",
       "49  2021-05-20 19:40:06                  0   \n",
       "\n",
       "                                              jobwelf  \\\n",
       "0   下午茶 六险一金 团队氛围好 晋升空间大 扁平管理 用户过亿 大牛带队 免费三餐 弹性工作 ...   \n",
       "1   五险一金 员工旅游 交通补贴 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 定期体检 电脑补助   \n",
       "2                                                       \n",
       "3                            带薪年假 五险一金 专业培训 高温补贴 餐饮补贴   \n",
       "4             五险一金 餐饮补贴 绩效奖金 年终双薪 带薪年假 节日福利 定期体检 交通补贴   \n",
       "5                                                       \n",
       "6                        周末双休 大平台 牛人多 氛围好 五险一金 补充医疗保险   \n",
       "7   五险一金 交通补贴 绩效奖金 餐饮补贴 免费班车 员工旅游 出国机会 定期体检 专业培训 年终奖金   \n",
       "8                                                       \n",
       "9                                                       \n",
       "10                 五险一金 绩效奖金 年终奖金 定期体检 带薪年假 节日福利 通讯补贴   \n",
       "11     五险一金 补充医疗保险 年终奖金 专业培训 带薪年假 绩效奖金 餐饮补贴 交通补贴 高温补贴   \n",
       "12                通讯补贴 补充公积金 员工旅游 绩效奖金 五险一金 定期体检 带薪年假   \n",
       "13                      五险一金 免费班车 员工旅游 餐饮补贴 通讯补贴 年终奖金   \n",
       "14                           五险一金 带薪年假 专业培训 节日福利 商业保险   \n",
       "15                         五险一金 补充医疗保险 通讯补贴 弹性工作 出国机会   \n",
       "16                                                      \n",
       "17                         五险一金 补充医疗保险 年终奖金 带薪年假 周末双休   \n",
       "18                      专业培训 餐饮补贴 免费班车 五险一金 年终奖金 绩效奖金   \n",
       "19  专业培训 免费班车 五险一金 员工旅游 年终奖金 员工食堂 定期体检 带薪年假 高温补贴 节日福利   \n",
       "20     五险一金 补充医疗保险 企业年金 绩效奖金 年终奖金 专业培训 出国机会 弹性工作 定期体检   \n",
       "21                 周末双休 带薪年假 五险一金 交通补贴 弹性工作 专业培训 节日福利   \n",
       "22                      五险一金 员工旅游 交通补贴 年终奖金 定期体检 免费班车   \n",
       "23   五险一金 绩效奖金 全勤奖 节日福利 年终奖金 通讯补贴 交通补贴 带薪年假 上岗培训 专业培训   \n",
       "24             五险一金 带薪年假 高温补贴 交通补贴 节日福利 全勤奖 绩效奖金 培训拓展   \n",
       "25                                五险一金 绩效奖金 年终奖金 定期体检   \n",
       "26  五险一金 补充医疗保险 免费班车 餐饮补贴 年终奖金 定期体检 专业培训 节日福利 带薪年假...   \n",
       "27  五险一金 专业培训 绩效奖金 年终奖金 定期体检 周末双休 节日福利 带薪年假 商业保险 团建活动   \n",
       "28                      五险一金 专业培训 定期体检 绩效奖金 餐饮补贴 交通补贴   \n",
       "29                         五险一金 补充医疗保险 年终奖金 股票期权 定期体检   \n",
       "30                 五险一金 餐饮补贴 绩效奖金 年终奖金 节日福利 高温补贴 带薪年假   \n",
       "31                                                      \n",
       "32                      五险一金 绩效奖金 节日福利 交通补贴 餐饮补贴 带薪年假   \n",
       "33          补充医疗保险 五险一金 通讯补贴 交通补贴 餐饮补贴 弹性工作 绩效奖金 定期体检   \n",
       "34   带薪年假 五险一金 高温补贴 节日福利 专业培训 包吃 免费班车 轮班津贴 商业医疗保险 十三薪   \n",
       "35                                                      \n",
       "36                                          专业培训 转正机会   \n",
       "37                           绩效奖金 专业培训 弹性工作 带薪年假 五险一金   \n",
       "38               五险一金 交通补贴 餐饮补贴 绩效奖金 年终奖金 定期体检 补充医疗保险   \n",
       "39                                五险一金 年终奖金 绩效奖金 弹性工作   \n",
       "40     五险一金 专业培训 补充医疗保险 免费班车 餐饮补贴 年终奖金 定期体检 年终双薪 节日福利   \n",
       "41               周末双休 带薪年假 五险一金 加班补贴 高温补贴 员工商业保险 定期体检   \n",
       "42                                                      \n",
       "43                         五险一金 补充医疗保险 餐饮补贴 绩效奖金 定期体检   \n",
       "44                                                      \n",
       "45  五险一金 补充医疗保险 员工旅游 通讯补贴 出国机会 年终奖金 定期体检 专业培训 弹性工作...   \n",
       "46                    年终奖金 五险一金 补充医疗保险 专业培训 通讯补贴 免费班车   \n",
       "47            五险一金 免费班车 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 定期体检   \n",
       "48                           五险一金 免费班车 员工旅游 定期体检 餐饮补贴   \n",
       "49           上市公司 可转正实习 高薪实习 提供实习证明 团队氛围好 学习机会多 发展空间大   \n",
       "\n",
       "                                         jobwelf_list  \\\n",
       "0   [下午茶, 六险一金, 团队氛围好, 晋升空间大, 扁平管理, 用户过亿, 大牛带队, 免费...   \n",
       "1   [五险一金, 员工旅游, 交通补贴, 餐饮补贴, 通讯补贴, 专业培训, 绩效奖金, 年终奖...   \n",
       "2                                                  []   \n",
       "3                      [带薪年假, 五险一金, 专业培训, 高温补贴, 餐饮补贴]   \n",
       "4    [五险一金, 餐饮补贴, 绩效奖金, 年终双薪, 带薪年假, 节日福利, 定期体检, 交通补贴]   \n",
       "5                                                  []   \n",
       "6                 [周末双休, 大平台, 牛人多, 氛围好, 五险一金, 补充医疗保险]   \n",
       "7   [五险一金, 交通补贴, 绩效奖金, 餐饮补贴, 免费班车, 员工旅游, 出国机会, 定期体...   \n",
       "8                                                  []   \n",
       "9                                                  []   \n",
       "10         [五险一金, 绩效奖金, 年终奖金, 定期体检, 带薪年假, 节日福利, 通讯补贴]   \n",
       "11  [五险一金, 补充医疗保险, 年终奖金, 专业培训, 带薪年假, 绩效奖金, 餐饮补贴, 交...   \n",
       "12        [通讯补贴, 补充公积金, 员工旅游, 绩效奖金, 五险一金, 定期体检, 带薪年假]   \n",
       "13               [五险一金, 免费班车, 员工旅游, 餐饮补贴, 通讯补贴, 年终奖金]   \n",
       "14                     [五险一金, 带薪年假, 专业培训, 节日福利, 商业保险]   \n",
       "15                   [五险一金, 补充医疗保险, 通讯补贴, 弹性工作, 出国机会]   \n",
       "16                                                 []   \n",
       "17                   [五险一金, 补充医疗保险, 年终奖金, 带薪年假, 周末双休]   \n",
       "18               [专业培训, 餐饮补贴, 免费班车, 五险一金, 年终奖金, 绩效奖金]   \n",
       "19  [专业培训, 免费班车, 五险一金, 员工旅游, 年终奖金, 员工食堂, 定期体检, 带薪年...   \n",
       "20  [五险一金, 补充医疗保险, 企业年金, 绩效奖金, 年终奖金, 专业培训, 出国机会, 弹...   \n",
       "21         [周末双休, 带薪年假, 五险一金, 交通补贴, 弹性工作, 专业培训, 节日福利]   \n",
       "22               [五险一金, 员工旅游, 交通补贴, 年终奖金, 定期体检, 免费班车]   \n",
       "23  [五险一金, 绩效奖金, 全勤奖, 节日福利, 年终奖金, 通讯补贴, 交通补贴, 带薪年假...   \n",
       "24    [五险一金, 带薪年假, 高温补贴, 交通补贴, 节日福利, 全勤奖, 绩效奖金, 培训拓展]   \n",
       "25                           [五险一金, 绩效奖金, 年终奖金, 定期体检]   \n",
       "26  [五险一金, 补充医疗保险, 免费班车, 餐饮补贴, 年终奖金, 定期体检, 专业培训, 节...   \n",
       "27  [五险一金, 专业培训, 绩效奖金, 年终奖金, 定期体检, 周末双休, 节日福利, 带薪年...   \n",
       "28               [五险一金, 专业培训, 定期体检, 绩效奖金, 餐饮补贴, 交通补贴]   \n",
       "29                   [五险一金, 补充医疗保险, 年终奖金, 股票期权, 定期体检]   \n",
       "30         [五险一金, 餐饮补贴, 绩效奖金, 年终奖金, 节日福利, 高温补贴, 带薪年假]   \n",
       "31                                                 []   \n",
       "32               [五险一金, 绩效奖金, 节日福利, 交通补贴, 餐饮补贴, 带薪年假]   \n",
       "33  [补充医疗保险, 五险一金, 通讯补贴, 交通补贴, 餐饮补贴, 弹性工作, 绩效奖金, 定...   \n",
       "34  [带薪年假, 五险一金, 高温补贴, 节日福利, 专业培训, 包吃, 免费班车, 轮班津贴,...   \n",
       "35                                                 []   \n",
       "36                                       [专业培训, 转正机会]   \n",
       "37                     [绩效奖金, 专业培训, 弹性工作, 带薪年假, 五险一金]   \n",
       "38       [五险一金, 交通补贴, 餐饮补贴, 绩效奖金, 年终奖金, 定期体检, 补充医疗保险]   \n",
       "39                           [五险一金, 年终奖金, 绩效奖金, 弹性工作]   \n",
       "40  [五险一金, 专业培训, 补充医疗保险, 免费班车, 餐饮补贴, 年终奖金, 定期体检, 年...   \n",
       "41       [周末双休, 带薪年假, 五险一金, 加班补贴, 高温补贴, 员工商业保险, 定期体检]   \n",
       "42                                                 []   \n",
       "43                   [五险一金, 补充医疗保险, 餐饮补贴, 绩效奖金, 定期体检]   \n",
       "44                                                 []   \n",
       "45  [五险一金, 补充医疗保险, 员工旅游, 通讯补贴, 出国机会, 年终奖金, 定期体检, 专...   \n",
       "46             [年终奖金, 五险一金, 补充医疗保险, 专业培训, 通讯补贴, 免费班车]   \n",
       "47   [五险一金, 免费班车, 餐饮补贴, 通讯补贴, 专业培训, 绩效奖金, 年终奖金, 定期体检]   \n",
       "48                     [五险一金, 免费班车, 员工旅游, 定期体检, 餐饮补贴]   \n",
       "49   [上市公司, 可转正实习, 高薪实习, 提供实习证明, 团队氛围好, 学习机会多, 发展空间大]   \n",
       "\n",
       "                 attribute_text companysize_text   companyind_text adid  \n",
       "0           [广州, 无需经验, 本科, 招2人]         10000人以上         互联网\\/电子商务       \n",
       "1         [广州, 5-7年经验, 本科, 招1人]       1000-5000人              网络游戏       \n",
       "2         [异地招聘, 2年经验, 本科, 招4人]         10000人以上            酒店\\/旅游       \n",
       "3       [广州-花都区, 1年经验, 中技, 招3人]         150-500人               房地产       \n",
       "4           [广州, 2年经验, 本科, 招1人]      5000-10000人               房地产       \n",
       "5   [广州-越秀区, 3-4年经验, 中专, 招100人]         10000人以上        交通\\/运输\\/物流       \n",
       "6     [广州-越秀区, 3-4年经验, 本科, 招1人]         10000人以上            批发\\/零售       \n",
       "7     [广州-番禺区, 3-4年经验, 本科, 招1人]       1000-5000人    家具\\/家电\\/玩具\\/礼品       \n",
       "8           [广州-越秀区, 2年经验, 招1人]         10000人以上         互联网\\/电子商务       \n",
       "9     [广州-天河区, 5-7年经验, 本科, 招5人]       1000-5000人               房地产       \n",
       "10          [广州, 2年经验, 大专, 招2人]         10000人以上  快速消费品(食品、饮料、化妆品)       \n",
       "11      [广州-海珠区, 2年经验, 高中, 招1人]       1000-5000人  快速消费品(食品、饮料、化妆品)       \n",
       "12      [广州-番禺区, 1年经验, 本科, 招1人]         150-500人           贸易\\/进出口       \n",
       "13   [广州-南沙区, 3-4年经验, 大专, 招若干人]        500-1000人   电子技术\\/半导体\\/集成电路       \n",
       "14    [广州-海珠区, 8-9年经验, 大专, 招1人]        500-1000人        服装\\/纺织\\/皮革       \n",
       "15     [异地招聘, 3-4年经验, 本科, 招20人]        500-1000人             计算机软件       \n",
       "16         [广州, 2年经验, 本科, 招若干人]         10000人以上         互联网\\/电子商务       \n",
       "17    [广州-天河区, 3-4年经验, 本科, 招1人]        500-1000人        医疗\\/护理\\/卫生       \n",
       "18     [广州-天河区, 无需经验, 大专, 招10人]         10000人以上              网络游戏       \n",
       "19      [广州-黄埔区, 1年经验, 大专, 招1人]       1000-5000人             检测，认证       \n",
       "20        [广州, 3-4年经验, 本科, 招8人]         10000人以上                保险       \n",
       "21       [广州, 3-4年经验, 大专, 招若干人]         10000人以上         互联网\\/电子商务       \n",
       "22      [广州-番禺区, 2年经验, 大专, 招1人]        500-1000人        机械\\/设备\\/重工       \n",
       "23      [广州-天河区, 无需经验, 大专, 招1人]       1000-5000人  快速消费品(食品、饮料、化妆品)       \n",
       "24       [异地招聘, 无需经验, 高中, 招若干人]      5000-10000人  快速消费品(食品、饮料、化妆品)       \n",
       "25        [广州, 3-4年经验, 本科, 招1人]         10000人以上             检测，认证       \n",
       "26     [广州-从化区, 2年经验, 中专, 招若干人]        500-1000人        机械\\/设备\\/重工       \n",
       "27      [广州-天河区, 1年经验, 大专, 招2人]        500-1000人         互联网\\/电子商务       \n",
       "28        [广州, 3-4年经验, 大专, 招1人]         10000人以上         互联网\\/电子商务       \n",
       "29       [异地招聘, 无需经验, 本科, 招若干人]         10000人以上     通信\\/电信运营、增值服务       \n",
       "30         [广州-黄埔区, 无需经验, 招若干人]         10000人以上         互联网\\/电子商务       \n",
       "31     [广州-花都区, 无需经验, 大专, 招20人]         10000人以上         互联网\\/电子商务       \n",
       "32        [异地招聘, 2年经验, 大专, 招1人]       1000-5000人  快速消费品(食品、饮料、化妆品)       \n",
       "33        [异地招聘, 1年经验, 高中, 招1人]        500-1000人            批发\\/零售       \n",
       "34      [广州, 1年经验, 初中及以下, 招若干人]         150-500人  快速消费品(食品、饮料、化妆品)       \n",
       "35       [广州, 3-4年经验, 本科, 招若干人]       1000-5000人  专业服务(咨询、人力资源、财会)       \n",
       "36          [广州, 2年经验, 本科, 招3人]         150-500人  专业服务(咨询、人力资源、财会)       \n",
       "37     [广州-天河区, 1年经验, 高中, 招若干人]      5000-10000人        金融\\/投资\\/证券       \n",
       "38    [广州-海珠区, 3-4年经验, 本科, 招2人]       1000-5000人        建筑\\/建材\\/工程       \n",
       "39     [广州-增城区, 1年经验, 大专, 招10人]         10000人以上     通信\\/电信运营、增值服务       \n",
       "40   [广州-黄埔区, 8-9年经验, 本科, 招若干人]      5000-10000人             检测，认证       \n",
       "41      [广州-天河区, 1年经验, 大专, 招1人]          50-150人        交通\\/运输\\/物流       \n",
       "42          [广州, 1年经验, 本科, 招5人]         10000人以上         互联网\\/电子商务       \n",
       "43   [广州-荔湾区, 3-4年经验, 大专, 招若干人]        500-1000人        交通\\/运输\\/物流       \n",
       "44        [广州, 3-4年经验, 本科, 招1人]         150-500人          医疗设备\\/器械       \n",
       "45   [广州-天河区, 3-4年经验, 本科, 招若干人]         150-500人               房地产       \n",
       "46    [广州-天河区, 3-4年经验, 本科, 招1人]      5000-10000人    石油\\/化工\\/矿产\\/地质       \n",
       "47        [广州, 5-7年经验, 大专, 招1人]       1000-5000人  快速消费品(食品、饮料、化妆品)       \n",
       "48      [广州-黄埔区, 1年经验, 本科, 招1人]        500-1000人        机械\\/设备\\/重工       \n",
       "49     [广州-海珠区, 无需经验, 高中, 招若干人]      5000-10000人                汽车       \n",
       "\n",
       "[50 rows x 30 columns]"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_results=pd.DataFrame(results['engine_search_result'])\n",
    "# df_results=pd.DataFrame(results)\n",
    "df_results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 删除不必要的列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>jobid</th>\n",
       "      <th>job_href</th>\n",
       "      <th>job_name</th>\n",
       "      <th>company_href</th>\n",
       "      <th>company_name</th>\n",
       "      <th>providesalary_text</th>\n",
       "      <th>workarea_text</th>\n",
       "      <th>companytype_text</th>\n",
       "      <th>issuedate</th>\n",
       "      <th>jobwelf</th>\n",
       "      <th>attribute_text</th>\n",
       "      <th>companysize_text</th>\n",
       "      <th>companyind_text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>132092398</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132092398...</td>\n",
       "      <td>招聘专员（外包）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2758227.html</td>\n",
       "      <td>字节跳动</td>\n",
       "      <td>0.7-1.2万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>2021-05-20 20:30:14</td>\n",
       "      <td>下午茶 六险一金 团队氛围好 晋升空间大 扁平管理 用户过亿 大牛带队 免费三餐 弹性工作 ...</td>\n",
       "      <td>[广州, 无需经验, 本科, 招2人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>132092342</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132092342...</td>\n",
       "      <td>资深品牌</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2522526.html</td>\n",
       "      <td>三七互娱</td>\n",
       "      <td>1.5-1.8万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 20:20:13</td>\n",
       "      <td>五险一金 员工旅游 交通补贴 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 定期体检 电脑补助</td>\n",
       "      <td>[广州, 5-7年经验, 本科, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>网络游戏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>132091796</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/hangzhou\\/132091796....</td>\n",
       "      <td>人事专员</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co672253.html</td>\n",
       "      <td>华住酒店管理有限公司</td>\n",
       "      <td>5-6千\\/月</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 20:10:58</td>\n",
       "      <td></td>\n",
       "      <td>[异地招聘, 2年经验, 本科, 招4人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>酒店\\/旅游</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>125940332</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/12594...</td>\n",
       "      <td>物业弱电技工</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2023161.html</td>\n",
       "      <td>广东保利置业有限公司</td>\n",
       "      <td>4.5-5千\\/月</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>国企</td>\n",
       "      <td>2021-05-20 19:08:09</td>\n",
       "      <td>带薪年假 五险一金 专业培训 高温补贴 餐饮补贴</td>\n",
       "      <td>[广州-花都区, 1年经验, 中技, 招3人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>房地产</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>132091077</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132091077...</td>\n",
       "      <td>爱家产品经理</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co1609778.html</td>\n",
       "      <td>保利地产投资顾问有限公司</td>\n",
       "      <td>2-2.5万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>国企</td>\n",
       "      <td>2021-05-20 18:40:39</td>\n",
       "      <td>五险一金 餐饮补贴 绩效奖金 年终双薪 带薪年假 节日福利 定期体检 交通补贴</td>\n",
       "      <td>[广州, 2年经验, 本科, 招1人]</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>房地产</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>132090765</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13209...</td>\n",
       "      <td>销售专员</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co5206803.html</td>\n",
       "      <td>跨越速运集团有限公司</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>2021-05-20 18:30:50</td>\n",
       "      <td></td>\n",
       "      <td>[广州-越秀区, 3-4年经验, 中专, 招100人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>交通\\/运输\\/物流</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>132086879</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13208...</td>\n",
       "      <td>(Senior) Finance Officer- Budget &amp;amp; Forecast</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co587406.html</td>\n",
       "      <td>屈臣氏个人用品商店有限公司</td>\n",
       "      <td>1-2万\\/月</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>外资（非欧美）</td>\n",
       "      <td>2021-05-20 17:20:04</td>\n",
       "      <td>周末双休 大平台 牛人多 氛围好 五险一金 补充医疗保险</td>\n",
       "      <td>[广州-越秀区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>批发\\/零售</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>132086628</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13208...</td>\n",
       "      <td>空调软件开发工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co3870446.html</td>\n",
       "      <td>广州松下空调器有限公司</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>外资（非欧美）</td>\n",
       "      <td>2021-05-20 17:11:57</td>\n",
       "      <td>五险一金 交通补贴 绩效奖金 餐饮补贴 免费班车 员工旅游 出国机会 定期体检 专业培训 年终奖金</td>\n",
       "      <td>[广州-番禺区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>家具\\/家电\\/玩具\\/礼品</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>132086437</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13208...</td>\n",
       "      <td>广州获客BDM</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co4400526.html</td>\n",
       "      <td>美团</td>\n",
       "      <td>1.4-2万\\/月</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 17:11:14</td>\n",
       "      <td></td>\n",
       "      <td>[广州-越秀区, 2年经验, 招1人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>132086010</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13208...</td>\n",
       "      <td>安全总监\\/项目安全负责人</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co5487324.html</td>\n",
       "      <td>中建国际投资（广东）有限公司</td>\n",
       "      <td>2-3万\\/月</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>国企</td>\n",
       "      <td>2021-05-20 17:02:44</td>\n",
       "      <td></td>\n",
       "      <td>[广州-天河区, 5-7年经验, 本科, 招5人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>房地产</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>132085353</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132085353...</td>\n",
       "      <td>储备区域经理</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2521124.html</td>\n",
       "      <td>良品铺子股份有限公司</td>\n",
       "      <td>0.6-1万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 17:00:45</td>\n",
       "      <td>五险一金 绩效奖金 年终奖金 定期体检 带薪年假 节日福利 通讯补贴</td>\n",
       "      <td>[广州, 2年经验, 大专, 招2人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>119381748</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/11938...</td>\n",
       "      <td>可口可乐- 销售代表（广州-连锁便利店）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co3010.html</td>\n",
       "      <td>广东太古可口可乐有限公司</td>\n",
       "      <td>7-9千\\/月</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>合资</td>\n",
       "      <td>2021-05-20 17:00:43</td>\n",
       "      <td>五险一金 补充医疗保险 年终奖金 专业培训 带薪年假 绩效奖金 餐饮补贴 交通补贴 高温补贴</td>\n",
       "      <td>[广州-海珠区, 2年经验, 高中, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>117445013</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11744...</td>\n",
       "      <td>采购专员（日语）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co234501.html</td>\n",
       "      <td>松下电器全球采购（中国）有限公司</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>外资（非欧美）</td>\n",
       "      <td>2021-05-20 16:39:53</td>\n",
       "      <td>通讯补贴 补充公积金 员工旅游 绩效奖金 五险一金 定期体检 带薪年假</td>\n",
       "      <td>[广州-番禺区, 1年经验, 本科, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>贸易\\/进出口</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>132081578</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-nsq\\/13208...</td>\n",
       "      <td>project cost analyst</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co1339600.html</td>\n",
       "      <td>广州安费诺诚信软性电路有限公司</td>\n",
       "      <td>1-1.8万\\/月</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 16:01:38</td>\n",
       "      <td>五险一金 免费班车 员工旅游 餐饮补贴 通讯补贴 年终奖金</td>\n",
       "      <td>[广州-南沙区, 3-4年经验, 大专, 招若干人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>电子技术\\/半导体\\/集成电路</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>131734232</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13173...</td>\n",
       "      <td>店长 - 万国工厂店 ID-78420</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co274497.html</td>\n",
       "      <td>新百伦贸易（中国）有限公司</td>\n",
       "      <td>0.8-1万\\/月</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 15:54:20</td>\n",
       "      <td>五险一金 带薪年假 专业培训 节日福利 商业保险</td>\n",
       "      <td>[广州-海珠区, 8-9年经验, 大专, 招1人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>服装\\/纺织\\/皮革</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>129331832</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shanghai-pdxq\\/12933...</td>\n",
       "      <td>Java（Remote）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2485502.html</td>\n",
       "      <td>普华永道信息技术（上海）有限公司</td>\n",
       "      <td>1.5-2.5万\\/月</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 15:51:06</td>\n",
       "      <td>五险一金 补充医疗保险 通讯补贴 弹性工作 出国机会</td>\n",
       "      <td>[异地招聘, 3-4年经验, 本科, 招20人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>132079830</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132079830...</td>\n",
       "      <td>智能信息事业群UC事业部-产品运营-广州</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co1991749.html</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td></td>\n",
       "      <td>广州</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 15:33:38</td>\n",
       "      <td></td>\n",
       "      <td>[广州, 2年经验, 本科, 招若干人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>132074439</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13207...</td>\n",
       "      <td>销售助理SA</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2580361.html</td>\n",
       "      <td>上海中智项目外包咨询服务有限公司（惠氏项目）</td>\n",
       "      <td>6.5-8千\\/月</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 15:26:02</td>\n",
       "      <td>五险一金 补充医疗保险 年终奖金 带薪年假 周末双休</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>医疗\\/护理\\/卫生</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>132076799</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13207...</td>\n",
       "      <td>网电销售专员</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co3645991.html</td>\n",
       "      <td>网易集团</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 15:05:55</td>\n",
       "      <td>专业培训 餐饮补贴 免费班车 五险一金 年终奖金 绩效奖金</td>\n",
       "      <td>[广州-天河区, 无需经验, 大专, 招10人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>网络游戏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>132074466</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13207...</td>\n",
       "      <td>北美零部件项目工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co642218.html</td>\n",
       "      <td>SGS通标标准技术服务有限公司广州分公司</td>\n",
       "      <td>0.7-1万\\/月</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>合资</td>\n",
       "      <td>2021-05-20 14:59:37</td>\n",
       "      <td>专业培训 免费班车 五险一金 员工旅游 年终奖金 员工食堂 定期体检 带薪年假 高温补贴 节日福利</td>\n",
       "      <td>[广州-黄埔区, 1年经验, 大专, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>检测，认证</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>132055267</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132055267...</td>\n",
       "      <td>国企直招 理财规划师 4800底薪 双休</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co4312938.html</td>\n",
       "      <td>中国太平洋保险集团金玉兰财富管理中心</td>\n",
       "      <td>10-15万\\/年</td>\n",
       "      <td>广州</td>\n",
       "      <td>国企</td>\n",
       "      <td>2021-05-20 14:44:02</td>\n",
       "      <td>五险一金 补充医疗保险 企业年金 绩效奖金 年终奖金 专业培训 出国机会 弹性工作 定期体检</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招8人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>保险</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>132075066</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132075066...</td>\n",
       "      <td>广告销售经理</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2381155.html</td>\n",
       "      <td>美团</td>\n",
       "      <td>0.8-1万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 14:31:37</td>\n",
       "      <td>周末双休 带薪年假 五险一金 交通补贴 弹性工作 专业培训 节日福利</td>\n",
       "      <td>[广州, 3-4年经验, 大专, 招若干人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>130566941</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13056...</td>\n",
       "      <td>船务文员（五险一金+中期奖金+年终奖金+提供食宿）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2786390.html</td>\n",
       "      <td>广东高壹工机有限公司</td>\n",
       "      <td>4.8-6.5千\\/月</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>外资（非欧美）</td>\n",
       "      <td>2021-05-20 14:30:53</td>\n",
       "      <td>五险一金 员工旅游 交通补贴 年终奖金 定期体检 免费班车</td>\n",
       "      <td>[广州-番禺区, 2年经验, 大专, 招1人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>机械\\/设备\\/重工</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>124522804</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12452...</td>\n",
       "      <td>KA销售代表（现代渠道）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2975514.html</td>\n",
       "      <td>深圳百事可乐饮料有限公司</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 14:16:36</td>\n",
       "      <td>五险一金 绩效奖金 全勤奖 节日福利 年终奖金 通讯补贴 交通补贴 带薪年假 上岗培训 专业培训</td>\n",
       "      <td>[广州-天河区, 无需经验, 大专, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>132072265</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan-ssq\\/13207226...</td>\n",
       "      <td>高薪业务代表-三水-康师傅饮品</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co639201.html</td>\n",
       "      <td>康师傅控股广州顶津食品有限公司</td>\n",
       "      <td>4-9千\\/月</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>外资（非欧美）</td>\n",
       "      <td>2021-05-20 14:10:57</td>\n",
       "      <td>五险一金 带薪年假 高温补贴 交通补贴 节日福利 全勤奖 绩效奖金 培训拓展</td>\n",
       "      <td>[异地招聘, 无需经验, 高中, 招若干人]</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>132071144</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132071144...</td>\n",
       "      <td>Sales_汽车功能安全</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co110741.html</td>\n",
       "      <td>必维集团 CIF China</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 13:10:09</td>\n",
       "      <td>五险一金 绩效奖金 年终奖金 定期体检</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>检测，认证</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>129515761</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-chq\\/12951...</td>\n",
       "      <td>设备维修工</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2970846.html</td>\n",
       "      <td>江森自控日立万宝压缩机（广州）有限公司</td>\n",
       "      <td>0.5-1万\\/月</td>\n",
       "      <td>广州-从化区</td>\n",
       "      <td>合资</td>\n",
       "      <td>2021-05-20 13:10:06</td>\n",
       "      <td>五险一金 补充医疗保险 免费班车 餐饮补贴 年终奖金 定期体检 专业培训 节日福利 带薪年假...</td>\n",
       "      <td>[广州-从化区, 2年经验, 中专, 招若干人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>机械\\/设备\\/重工</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>125461210</td>\n",
       "      <td>https:\\/\\/51rz.51job.com\\/job.html?jobid=12546...</td>\n",
       "      <td>人事专员（驻点贝壳找房）</td>\n",
       "      <td>http:\\/\\/51rz.51job.com\\/job.html?jobid=548327...</td>\n",
       "      <td>“前程无忧”51job.com（广州）</td>\n",
       "      <td>5-7千\\/月</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>外资（非欧美）</td>\n",
       "      <td>2021-05-20 11:57:09</td>\n",
       "      <td>五险一金 专业培训 绩效奖金 年终奖金 定期体检 周末双休 节日福利 带薪年假 商业保险 团建活动</td>\n",
       "      <td>[广州-天河区, 1年经验, 大专, 招2人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>132069241</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132069241...</td>\n",
       "      <td>选址拓展经理</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co5103426.html</td>\n",
       "      <td>美团</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 11:51:58</td>\n",
       "      <td>五险一金 专业培训 定期体检 绩效奖金 餐饮补贴 交通补贴</td>\n",
       "      <td>[广州, 3-4年经验, 大专, 招1人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>132067775</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-sshq\\/13206...</td>\n",
       "      <td>软件开发工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co154736.html</td>\n",
       "      <td>华为技术有限公司</td>\n",
       "      <td>1.3-3万\\/月</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>2021-05-20 11:39:26</td>\n",
       "      <td>五险一金 补充医疗保险 年终奖金 股票期权 定期体检</td>\n",
       "      <td>[异地招聘, 无需经验, 本科, 招若干人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>通信\\/电信运营、增值服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>132066441</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13206...</td>\n",
       "      <td>仓管员岗</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co3846659.html</td>\n",
       "      <td>京东商城华南区域分公司</td>\n",
       "      <td>5-7千\\/月</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 11:32:42</td>\n",
       "      <td>五险一金 餐饮补贴 绩效奖金 年终奖金 节日福利 高温补贴 带薪年假</td>\n",
       "      <td>[广州-黄埔区, 无需经验, 招若干人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>132067607</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/13206...</td>\n",
       "      <td>广州运营安全员</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2821227.html</td>\n",
       "      <td>滴滴</td>\n",
       "      <td>7-9千\\/月</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>2021-05-20 11:31:42</td>\n",
       "      <td></td>\n",
       "      <td>[广州-花都区, 无需经验, 大专, 招20人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>132065764</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/jiangmen\\/132065764....</td>\n",
       "      <td>督导员</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2198872.html</td>\n",
       "      <td>广东嘉士利食品集团有限公司</td>\n",
       "      <td>5-6千\\/月</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 11:10:22</td>\n",
       "      <td>五险一金 绩效奖金 节日福利 交通补贴 餐饮补贴 带薪年假</td>\n",
       "      <td>[异地招聘, 2年经验, 大专, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>131908983</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangdongsheng\\/1319...</td>\n",
       "      <td>广州西城都荟三叶草店员</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2779923.html</td>\n",
       "      <td>阿迪达斯体育（中国）有限公司</td>\n",
       "      <td>4-6千\\/月</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 11:06:55</td>\n",
       "      <td>补充医疗保险 五险一金 通讯补贴 交通补贴 餐饮补贴 弹性工作 绩效奖金 定期体检</td>\n",
       "      <td>[异地招聘, 1年经验, 高中, 招1人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>批发\\/零售</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>132056011</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132056011...</td>\n",
       "      <td>操作工</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co3390083.html</td>\n",
       "      <td>广州雀巢冷冻食品有限公司</td>\n",
       "      <td>4.5-6千\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 10:51:22</td>\n",
       "      <td>带薪年假 五险一金 高温补贴 节日福利 专业培训 包吃 免费班车 轮班津贴 商业医疗保险 十三薪</td>\n",
       "      <td>[广州, 1年经验, 初中及以下, 招若干人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>132064601</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132064601...</td>\n",
       "      <td>Senior Officer\\/Officer-FCS-HR-Campus Recruitm...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co269327.html</td>\n",
       "      <td>PwC 普华永道</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 10:46:56</td>\n",
       "      <td></td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>专业服务(咨询、人力资源、财会)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>130468446</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/130468446...</td>\n",
       "      <td>人才发展与学习项目咨询顾问</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co1739836.html</td>\n",
       "      <td>美国管理协会（中国）-AMA China</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 10:41:24</td>\n",
       "      <td>专业培训 转正机会</td>\n",
       "      <td>[广州, 2年经验, 本科, 招3人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>专业服务(咨询、人力资源、财会)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>132062744</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13206...</td>\n",
       "      <td>光大银行信用卡白金卡销售（天河Z）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co5269667.html</td>\n",
       "      <td>中国光大银行股份有限公司广州分行</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>国企</td>\n",
       "      <td>2021-05-20 10:32:39</td>\n",
       "      <td>绩效奖金 专业培训 弹性工作 带薪年假 五险一金</td>\n",
       "      <td>[广州-天河区, 1年经验, 高中, 招若干人]</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>金融\\/投资\\/证券</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>132061838</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13206...</td>\n",
       "      <td>市场拓展岗</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co4842555.html</td>\n",
       "      <td>中建三局绿色产业投资有限公司</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>国企</td>\n",
       "      <td>2021-05-20 10:22:59</td>\n",
       "      <td>五险一金 交通补贴 餐饮补贴 绩效奖金 年终奖金 定期体检 补充医疗保险</td>\n",
       "      <td>[广州-海珠区, 3-4年经验, 本科, 招2人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>建筑\\/建材\\/工程</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>132061236</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-zcq\\/13206...</td>\n",
       "      <td>小米店长-广东省就近安排工作地点</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2449752.html</td>\n",
       "      <td>小米通讯技术有限公司</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>广州-增城区</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>2021-05-20 10:13:23</td>\n",
       "      <td>五险一金 年终奖金 绩效奖金 弹性工作</td>\n",
       "      <td>[广州-增城区, 1年经验, 大专, 招10人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>通信\\/电信运营、增值服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>132060142</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13206...</td>\n",
       "      <td>EMC技术主管\\/经理</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2528523.html</td>\n",
       "      <td>深圳天祥质量技术服务有限公司广州分公司（Intertek 天祥集团）</td>\n",
       "      <td>5-7千\\/月</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 10:02:30</td>\n",
       "      <td>五险一金 专业培训 补充医疗保险 免费班车 餐饮补贴 年终奖金 定期体检 年终双薪 节日福利</td>\n",
       "      <td>[广州-黄埔区, 8-9年经验, 本科, 招若干人]</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>检测，认证</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>127476713</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12747...</td>\n",
       "      <td>空运客服</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co4980183.html</td>\n",
       "      <td>爱派克斯国际物流（深圳）有限公司</td>\n",
       "      <td>5-6千\\/月</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>外资（非欧美）</td>\n",
       "      <td>2021-05-20 09:24:17</td>\n",
       "      <td>周末双休 带薪年假 五险一金 加班补贴 高温补贴 员工商业保险 定期体检</td>\n",
       "      <td>[广州-天河区, 1年经验, 大专, 招1人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>交通\\/运输\\/物流</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>132054082</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132054082...</td>\n",
       "      <td>微信小程序业务后台开发工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co123056.html</td>\n",
       "      <td>深圳市腾讯计算机系统有限公司</td>\n",
       "      <td>2-5万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>2021-05-20 09:23:07</td>\n",
       "      <td></td>\n",
       "      <td>[广州, 1年经验, 本科, 招5人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>118819049</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-lwq\\/11881...</td>\n",
       "      <td>海运销售</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2204589.html</td>\n",
       "      <td>德威国际货运代理（上海）有限公司</td>\n",
       "      <td>5-7千\\/月</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>合资</td>\n",
       "      <td>2021-05-20 09:18:38</td>\n",
       "      <td>五险一金 补充医疗保险 餐饮补贴 绩效奖金 定期体检</td>\n",
       "      <td>[广州-荔湾区, 3-4年经验, 大专, 招若干人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>交通\\/运输\\/物流</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>129653487</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/129653487...</td>\n",
       "      <td>设备工程师\\/自动化工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2266664.html</td>\n",
       "      <td>费森尤斯卡比（广州）医疗用品有限公司</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 09:08:19</td>\n",
       "      <td></td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>医疗设备\\/器械</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>131773283</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13177...</td>\n",
       "      <td>Senior Marketing Officer-PR</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co196505.html</td>\n",
       "      <td>太古汇（广州）发展有限公司</td>\n",
       "      <td>12-17万\\/年</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>合资</td>\n",
       "      <td>2021-05-20 09:07:59</td>\n",
       "      <td>五险一金 补充医疗保险 员工旅游 通讯补贴 出国机会 年终奖金 定期体检 专业培训 弹性工作...</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>房地产</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>129793764</td>\n",
       "      <td>http:\\/\\/career.akzonobel.51job.com\\/sc\\/show_...</td>\n",
       "      <td>Sr. Trade Marketing Specialist</td>\n",
       "      <td>http:\\/\\/career.akzonobel.51job.com</td>\n",
       "      <td>AkzoNobel 阿克苏诺贝尔 - Decorative Paints</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 09:06:01</td>\n",
       "      <td>年终奖金 五险一金 补充医疗保险 专业培训 通讯补贴 免费班车</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>石油\\/化工\\/矿产\\/地质</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>127475966</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/127475966...</td>\n",
       "      <td>行销推广经理</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co3389050.html</td>\n",
       "      <td>上海锐澳（RIO）酒业营销有限公司</td>\n",
       "      <td>1.2-1.5万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>2021-05-20 08:49:38</td>\n",
       "      <td>五险一金 免费班车 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 定期体检</td>\n",
       "      <td>[广州, 5-7年经验, 大专, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>94895903</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/94895...</td>\n",
       "      <td>型式试验工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2633677.html</td>\n",
       "      <td>日立电梯电机（广州）有限公司</td>\n",
       "      <td>5-7千\\/月</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>合资</td>\n",
       "      <td>2021-05-20 08:45:14</td>\n",
       "      <td>五险一金 免费班车 员工旅游 定期体检 餐饮补贴</td>\n",
       "      <td>[广州-黄埔区, 1年经验, 本科, 招1人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>机械\\/设备\\/重工</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>132091964</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13209...</td>\n",
       "      <td>道路服务专员（海珠区）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co5987119.html</td>\n",
       "      <td>广州蔚来汽车销售服务有限公司</td>\n",
       "      <td>0.7-1万\\/月</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 19:40:06</td>\n",
       "      <td>上市公司 可转正实习 高薪实习 提供实习证明 团队氛围好 学习机会多 发展空间大</td>\n",
       "      <td>[广州-海珠区, 无需经验, 高中, 招若干人]</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>汽车</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        jobid                                           job_href  \\\n",
       "0   132092398  https:\\/\\/jobs.51job.com\\/guangzhou\\/132092398...   \n",
       "1   132092342  https:\\/\\/jobs.51job.com\\/guangzhou\\/132092342...   \n",
       "2   132091796  https:\\/\\/jobs.51job.com\\/hangzhou\\/132091796....   \n",
       "3   125940332  https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/12594...   \n",
       "4   132091077  https:\\/\\/jobs.51job.com\\/guangzhou\\/132091077...   \n",
       "5   132090765  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13209...   \n",
       "6   132086879  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13208...   \n",
       "7   132086628  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13208...   \n",
       "8   132086437  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13208...   \n",
       "9   132086010  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13208...   \n",
       "10  132085353  https:\\/\\/jobs.51job.com\\/guangzhou\\/132085353...   \n",
       "11  119381748  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/11938...   \n",
       "12  117445013  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11744...   \n",
       "13  132081578  https:\\/\\/jobs.51job.com\\/guangzhou-nsq\\/13208...   \n",
       "14  131734232  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13173...   \n",
       "15  129331832  https:\\/\\/jobs.51job.com\\/shanghai-pdxq\\/12933...   \n",
       "16  132079830  https:\\/\\/jobs.51job.com\\/guangzhou\\/132079830...   \n",
       "17  132074439  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13207...   \n",
       "18  132076799  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13207...   \n",
       "19  132074466  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13207...   \n",
       "20  132055267  https:\\/\\/jobs.51job.com\\/guangzhou\\/132055267...   \n",
       "21  132075066  https:\\/\\/jobs.51job.com\\/guangzhou\\/132075066...   \n",
       "22  130566941  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13056...   \n",
       "23  124522804  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12452...   \n",
       "24  132072265  https:\\/\\/jobs.51job.com\\/foshan-ssq\\/13207226...   \n",
       "25  132071144  https:\\/\\/jobs.51job.com\\/guangzhou\\/132071144...   \n",
       "26  129515761  https:\\/\\/jobs.51job.com\\/guangzhou-chq\\/12951...   \n",
       "27  125461210  https:\\/\\/51rz.51job.com\\/job.html?jobid=12546...   \n",
       "28  132069241  https:\\/\\/jobs.51job.com\\/guangzhou\\/132069241...   \n",
       "29  132067775  https:\\/\\/jobs.51job.com\\/dongguan-sshq\\/13206...   \n",
       "30  132066441  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13206...   \n",
       "31  132067607  https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/13206...   \n",
       "32  132065764  https:\\/\\/jobs.51job.com\\/jiangmen\\/132065764....   \n",
       "33  131908983  https:\\/\\/jobs.51job.com\\/guangdongsheng\\/1319...   \n",
       "34  132056011  https:\\/\\/jobs.51job.com\\/guangzhou\\/132056011...   \n",
       "35  132064601  https:\\/\\/jobs.51job.com\\/guangzhou\\/132064601...   \n",
       "36  130468446  https:\\/\\/jobs.51job.com\\/guangzhou\\/130468446...   \n",
       "37  132062744  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13206...   \n",
       "38  132061838  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13206...   \n",
       "39  132061236  https:\\/\\/jobs.51job.com\\/guangzhou-zcq\\/13206...   \n",
       "40  132060142  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13206...   \n",
       "41  127476713  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12747...   \n",
       "42  132054082  https:\\/\\/jobs.51job.com\\/guangzhou\\/132054082...   \n",
       "43  118819049  https:\\/\\/jobs.51job.com\\/guangzhou-lwq\\/11881...   \n",
       "44  129653487  https:\\/\\/jobs.51job.com\\/guangzhou\\/129653487...   \n",
       "45  131773283  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13177...   \n",
       "46  129793764  http:\\/\\/career.akzonobel.51job.com\\/sc\\/show_...   \n",
       "47  127475966  https:\\/\\/jobs.51job.com\\/guangzhou\\/127475966...   \n",
       "48   94895903  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/94895...   \n",
       "49  132091964  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13209...   \n",
       "\n",
       "                                             job_name  \\\n",
       "0                                            招聘专员（外包）   \n",
       "1                                                资深品牌   \n",
       "2                                                人事专员   \n",
       "3                                              物业弱电技工   \n",
       "4                                              爱家产品经理   \n",
       "5                                                销售专员   \n",
       "6     (Senior) Finance Officer- Budget &amp; Forecast   \n",
       "7                                           空调软件开发工程师   \n",
       "8                                             广州获客BDM   \n",
       "9                                       安全总监\\/项目安全负责人   \n",
       "10                                             储备区域经理   \n",
       "11                               可口可乐- 销售代表（广州-连锁便利店）   \n",
       "12                                           采购专员（日语）   \n",
       "13                               project cost analyst   \n",
       "14                                店长 - 万国工厂店 ID-78420   \n",
       "15                                       Java（Remote）   \n",
       "16                               智能信息事业群UC事业部-产品运营-广州   \n",
       "17                                             销售助理SA   \n",
       "18                                             网电销售专员   \n",
       "19                                         北美零部件项目工程师   \n",
       "20                               国企直招 理财规划师 4800底薪 双休   \n",
       "21                                             广告销售经理   \n",
       "22                          船务文员（五险一金+中期奖金+年终奖金+提供食宿）   \n",
       "23                                       KA销售代表（现代渠道）   \n",
       "24                                    高薪业务代表-三水-康师傅饮品   \n",
       "25                                       Sales_汽车功能安全   \n",
       "26                                              设备维修工   \n",
       "27                                       人事专员（驻点贝壳找房）   \n",
       "28                                             选址拓展经理   \n",
       "29                                            软件开发工程师   \n",
       "30                                               仓管员岗   \n",
       "31                                            广州运营安全员   \n",
       "32                                                督导员   \n",
       "33                                        广州西城都荟三叶草店员   \n",
       "34                                                操作工   \n",
       "35  Senior Officer\\/Officer-FCS-HR-Campus Recruitm...   \n",
       "36                                      人才发展与学习项目咨询顾问   \n",
       "37                                  光大银行信用卡白金卡销售（天河Z）   \n",
       "38                                              市场拓展岗   \n",
       "39                                   小米店长-广东省就近安排工作地点   \n",
       "40                                        EMC技术主管\\/经理   \n",
       "41                                               空运客服   \n",
       "42                                     微信小程序业务后台开发工程师   \n",
       "43                                               海运销售   \n",
       "44                                      设备工程师\\/自动化工程师   \n",
       "45                        Senior Marketing Officer-PR   \n",
       "46                     Sr. Trade Marketing Specialist   \n",
       "47                                             行销推广经理   \n",
       "48                                            型式试验工程师   \n",
       "49                                        道路服务专员（海珠区）   \n",
       "\n",
       "                                         company_href  \\\n",
       "0       https:\\/\\/jobs.51job.com\\/all\\/co2758227.html   \n",
       "1       https:\\/\\/jobs.51job.com\\/all\\/co2522526.html   \n",
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       "26      https:\\/\\/jobs.51job.com\\/all\\/co2970846.html   \n",
       "27  http:\\/\\/51rz.51job.com\\/job.html?jobid=548327...   \n",
       "28      https:\\/\\/jobs.51job.com\\/all\\/co5103426.html   \n",
       "29       https:\\/\\/jobs.51job.com\\/all\\/co154736.html   \n",
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       "35       https:\\/\\/jobs.51job.com\\/all\\/co269327.html   \n",
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       "45       https:\\/\\/jobs.51job.com\\/all\\/co196505.html   \n",
       "46                http:\\/\\/career.akzonobel.51job.com   \n",
       "47      https:\\/\\/jobs.51job.com\\/all\\/co3389050.html   \n",
       "48      https:\\/\\/jobs.51job.com\\/all\\/co2633677.html   \n",
       "49      https:\\/\\/jobs.51job.com\\/all\\/co5987119.html   \n",
       "\n",
       "                            company_name providesalary_text workarea_text  \\\n",
       "0                                   字节跳动        0.7-1.2万\\/月            广州   \n",
       "1                                   三七互娱        1.5-1.8万\\/月            广州   \n",
       "2                             华住酒店管理有限公司            5-6千\\/月          异地招聘   \n",
       "3                             广东保利置业有限公司          4.5-5千\\/月        广州-花都区   \n",
       "4                           保利地产投资顾问有限公司          2-2.5万\\/月            广州   \n",
       "5                             跨越速运集团有限公司            6-8千\\/月        广州-越秀区   \n",
       "6                          屈臣氏个人用品商店有限公司            1-2万\\/月        广州-越秀区   \n",
       "7                            广州松下空调器有限公司            6-8千\\/月        广州-番禺区   \n",
       "8                                     美团          1.4-2万\\/月        广州-越秀区   \n",
       "9                         中建国际投资（广东）有限公司            2-3万\\/月        广州-天河区   \n",
       "10                            良品铺子股份有限公司          0.6-1万\\/月            广州   \n",
       "11                          广东太古可口可乐有限公司            7-9千\\/月        广州-海珠区   \n",
       "12                      松下电器全球采购（中国）有限公司            6-8千\\/月        广州-番禺区   \n",
       "13                       广州安费诺诚信软性电路有限公司          1-1.8万\\/月        广州-南沙区   \n",
       "14                         新百伦贸易（中国）有限公司          0.8-1万\\/月        广州-海珠区   \n",
       "15                      普华永道信息技术（上海）有限公司        1.5-2.5万\\/月          异地招聘   \n",
       "16                                阿里巴巴集团                               广州   \n",
       "17                上海中智项目外包咨询服务有限公司（惠氏项目）          6.5-8千\\/月        广州-天河区   \n",
       "18                                  网易集团            6-8千\\/月        广州-天河区   \n",
       "19                  SGS通标标准技术服务有限公司广州分公司          0.7-1万\\/月        广州-黄埔区   \n",
       "20                    中国太平洋保险集团金玉兰财富管理中心          10-15万\\/年            广州   \n",
       "21                                    美团          0.8-1万\\/月            广州   \n",
       "22                            广东高壹工机有限公司        4.8-6.5千\\/月        广州-番禺区   \n",
       "23                          深圳百事可乐饮料有限公司            6-8千\\/月        广州-天河区   \n",
       "24                       康师傅控股广州顶津食品有限公司            4-9千\\/月          异地招聘   \n",
       "25                        必维集团 CIF China          1-1.5万\\/月            广州   \n",
       "26                   江森自控日立万宝压缩机（广州）有限公司          0.5-1万\\/月        广州-从化区   \n",
       "27                   “前程无忧”51job.com（广州）            5-7千\\/月        广州-天河区   \n",
       "28                                    美团          1.5-2万\\/月            广州   \n",
       "29                              华为技术有限公司          1.3-3万\\/月          异地招聘   \n",
       "30                           京东商城华南区域分公司            5-7千\\/月        广州-黄埔区   \n",
       "31                                    滴滴            7-9千\\/月        广州-花都区   \n",
       "32                         广东嘉士利食品集团有限公司            5-6千\\/月          异地招聘   \n",
       "33                        阿迪达斯体育（中国）有限公司            4-6千\\/月          异地招聘   \n",
       "34                          广州雀巢冷冻食品有限公司          4.5-6千\\/月            广州   \n",
       "35                              PwC 普华永道          1.5-2万\\/月            广州   \n",
       "36                  美国管理协会（中国）-AMA China          1-1.5万\\/月            广州   \n",
       "37                      中国光大银行股份有限公司广州分行          1.5-2万\\/月        广州-天河区   \n",
       "38                        中建三局绿色产业投资有限公司          1-1.5万\\/月        广州-海珠区   \n",
       "39                            小米通讯技术有限公司            6-8千\\/月        广州-增城区   \n",
       "40    深圳天祥质量技术服务有限公司广州分公司（Intertek 天祥集团）            5-7千\\/月        广州-黄埔区   \n",
       "41                      爱派克斯国际物流（深圳）有限公司            5-6千\\/月        广州-天河区   \n",
       "42                        深圳市腾讯计算机系统有限公司            2-5万\\/月            广州   \n",
       "43                      德威国际货运代理（上海）有限公司            5-7千\\/月        广州-荔湾区   \n",
       "44                    费森尤斯卡比（广州）医疗用品有限公司          1-1.5万\\/月            广州   \n",
       "45                         太古汇（广州）发展有限公司          12-17万\\/年        广州-天河区   \n",
       "46  AkzoNobel 阿克苏诺贝尔 - Decorative Paints          1-1.5万\\/月        广州-天河区   \n",
       "47                     上海锐澳（RIO）酒业营销有限公司        1.2-1.5万\\/月            广州   \n",
       "48                        日立电梯电机（广州）有限公司            5-7千\\/月        广州-黄埔区   \n",
       "49                        广州蔚来汽车销售服务有限公司          0.7-1万\\/月        广州-海珠区   \n",
       "\n",
       "   companytype_text            issuedate  \\\n",
       "0              民营公司  2021-05-20 20:30:14   \n",
       "1              上市公司  2021-05-20 20:20:13   \n",
       "2              上市公司  2021-05-20 20:10:58   \n",
       "3                国企  2021-05-20 19:08:09   \n",
       "4                国企  2021-05-20 18:40:39   \n",
       "5              民营公司  2021-05-20 18:30:50   \n",
       "6           外资（非欧美）  2021-05-20 17:20:04   \n",
       "7           外资（非欧美）  2021-05-20 17:11:57   \n",
       "8              上市公司  2021-05-20 17:11:14   \n",
       "9                国企  2021-05-20 17:02:44   \n",
       "10             上市公司  2021-05-20 17:00:45   \n",
       "11               合资  2021-05-20 17:00:43   \n",
       "12          外资（非欧美）  2021-05-20 16:39:53   \n",
       "13           外资（欧美）  2021-05-20 16:01:38   \n",
       "14           外资（欧美）  2021-05-20 15:54:20   \n",
       "15           外资（欧美）  2021-05-20 15:51:06   \n",
       "16             上市公司  2021-05-20 15:33:38   \n",
       "17           外资（欧美）  2021-05-20 15:26:02   \n",
       "18             上市公司  2021-05-20 15:05:55   \n",
       "19               合资  2021-05-20 14:59:37   \n",
       "20               国企  2021-05-20 14:44:02   \n",
       "21             上市公司  2021-05-20 14:31:37   \n",
       "22          外资（非欧美）  2021-05-20 14:30:53   \n",
       "23           外资（欧美）  2021-05-20 14:16:36   \n",
       "24          外资（非欧美）  2021-05-20 14:10:57   \n",
       "25           外资（欧美）  2021-05-20 13:10:09   \n",
       "26               合资  2021-05-20 13:10:06   \n",
       "27          外资（非欧美）  2021-05-20 11:57:09   \n",
       "28             上市公司  2021-05-20 11:51:58   \n",
       "29             民营公司  2021-05-20 11:39:26   \n",
       "30             上市公司  2021-05-20 11:32:42   \n",
       "31             民营公司  2021-05-20 11:31:42   \n",
       "32             上市公司  2021-05-20 11:10:22   \n",
       "33           外资（欧美）  2021-05-20 11:06:55   \n",
       "34           外资（欧美）  2021-05-20 10:51:22   \n",
       "35           外资（欧美）  2021-05-20 10:46:56   \n",
       "36           外资（欧美）  2021-05-20 10:41:24   \n",
       "37               国企  2021-05-20 10:32:39   \n",
       "38               国企  2021-05-20 10:22:59   \n",
       "39             民营公司  2021-05-20 10:13:23   \n",
       "40           外资（欧美）  2021-05-20 10:02:30   \n",
       "41          外资（非欧美）  2021-05-20 09:24:17   \n",
       "42             民营公司  2021-05-20 09:23:07   \n",
       "43               合资  2021-05-20 09:18:38   \n",
       "44           外资（欧美）  2021-05-20 09:08:19   \n",
       "45               合资  2021-05-20 09:07:59   \n",
       "46           外资（欧美）  2021-05-20 09:06:01   \n",
       "47             民营公司  2021-05-20 08:49:38   \n",
       "48               合资  2021-05-20 08:45:14   \n",
       "49             上市公司  2021-05-20 19:40:06   \n",
       "\n",
       "                                              jobwelf  \\\n",
       "0   下午茶 六险一金 团队氛围好 晋升空间大 扁平管理 用户过亿 大牛带队 免费三餐 弹性工作 ...   \n",
       "1   五险一金 员工旅游 交通补贴 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 定期体检 电脑补助   \n",
       "2                                                       \n",
       "3                            带薪年假 五险一金 专业培训 高温补贴 餐饮补贴   \n",
       "4             五险一金 餐饮补贴 绩效奖金 年终双薪 带薪年假 节日福利 定期体检 交通补贴   \n",
       "5                                                       \n",
       "6                        周末双休 大平台 牛人多 氛围好 五险一金 补充医疗保险   \n",
       "7   五险一金 交通补贴 绩效奖金 餐饮补贴 免费班车 员工旅游 出国机会 定期体检 专业培训 年终奖金   \n",
       "8                                                       \n",
       "9                                                       \n",
       "10                 五险一金 绩效奖金 年终奖金 定期体检 带薪年假 节日福利 通讯补贴   \n",
       "11     五险一金 补充医疗保险 年终奖金 专业培训 带薪年假 绩效奖金 餐饮补贴 交通补贴 高温补贴   \n",
       "12                通讯补贴 补充公积金 员工旅游 绩效奖金 五险一金 定期体检 带薪年假   \n",
       "13                      五险一金 免费班车 员工旅游 餐饮补贴 通讯补贴 年终奖金   \n",
       "14                           五险一金 带薪年假 专业培训 节日福利 商业保险   \n",
       "15                         五险一金 补充医疗保险 通讯补贴 弹性工作 出国机会   \n",
       "16                                                      \n",
       "17                         五险一金 补充医疗保险 年终奖金 带薪年假 周末双休   \n",
       "18                      专业培训 餐饮补贴 免费班车 五险一金 年终奖金 绩效奖金   \n",
       "19  专业培训 免费班车 五险一金 员工旅游 年终奖金 员工食堂 定期体检 带薪年假 高温补贴 节日福利   \n",
       "20     五险一金 补充医疗保险 企业年金 绩效奖金 年终奖金 专业培训 出国机会 弹性工作 定期体检   \n",
       "21                 周末双休 带薪年假 五险一金 交通补贴 弹性工作 专业培训 节日福利   \n",
       "22                      五险一金 员工旅游 交通补贴 年终奖金 定期体检 免费班车   \n",
       "23   五险一金 绩效奖金 全勤奖 节日福利 年终奖金 通讯补贴 交通补贴 带薪年假 上岗培训 专业培训   \n",
       "24             五险一金 带薪年假 高温补贴 交通补贴 节日福利 全勤奖 绩效奖金 培训拓展   \n",
       "25                                五险一金 绩效奖金 年终奖金 定期体检   \n",
       "26  五险一金 补充医疗保险 免费班车 餐饮补贴 年终奖金 定期体检 专业培训 节日福利 带薪年假...   \n",
       "27  五险一金 专业培训 绩效奖金 年终奖金 定期体检 周末双休 节日福利 带薪年假 商业保险 团建活动   \n",
       "28                      五险一金 专业培训 定期体检 绩效奖金 餐饮补贴 交通补贴   \n",
       "29                         五险一金 补充医疗保险 年终奖金 股票期权 定期体检   \n",
       "30                 五险一金 餐饮补贴 绩效奖金 年终奖金 节日福利 高温补贴 带薪年假   \n",
       "31                                                      \n",
       "32                      五险一金 绩效奖金 节日福利 交通补贴 餐饮补贴 带薪年假   \n",
       "33          补充医疗保险 五险一金 通讯补贴 交通补贴 餐饮补贴 弹性工作 绩效奖金 定期体检   \n",
       "34   带薪年假 五险一金 高温补贴 节日福利 专业培训 包吃 免费班车 轮班津贴 商业医疗保险 十三薪   \n",
       "35                                                      \n",
       "36                                          专业培训 转正机会   \n",
       "37                           绩效奖金 专业培训 弹性工作 带薪年假 五险一金   \n",
       "38               五险一金 交通补贴 餐饮补贴 绩效奖金 年终奖金 定期体检 补充医疗保险   \n",
       "39                                五险一金 年终奖金 绩效奖金 弹性工作   \n",
       "40     五险一金 专业培训 补充医疗保险 免费班车 餐饮补贴 年终奖金 定期体检 年终双薪 节日福利   \n",
       "41               周末双休 带薪年假 五险一金 加班补贴 高温补贴 员工商业保险 定期体检   \n",
       "42                                                      \n",
       "43                         五险一金 补充医疗保险 餐饮补贴 绩效奖金 定期体检   \n",
       "44                                                      \n",
       "45  五险一金 补充医疗保险 员工旅游 通讯补贴 出国机会 年终奖金 定期体检 专业培训 弹性工作...   \n",
       "46                    年终奖金 五险一金 补充医疗保险 专业培训 通讯补贴 免费班车   \n",
       "47            五险一金 免费班车 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 定期体检   \n",
       "48                           五险一金 免费班车 员工旅游 定期体检 餐饮补贴   \n",
       "49           上市公司 可转正实习 高薪实习 提供实习证明 团队氛围好 学习机会多 发展空间大   \n",
       "\n",
       "                 attribute_text companysize_text   companyind_text  \n",
       "0           [广州, 无需经验, 本科, 招2人]         10000人以上         互联网\\/电子商务  \n",
       "1         [广州, 5-7年经验, 本科, 招1人]       1000-5000人              网络游戏  \n",
       "2         [异地招聘, 2年经验, 本科, 招4人]         10000人以上            酒店\\/旅游  \n",
       "3       [广州-花都区, 1年经验, 中技, 招3人]         150-500人               房地产  \n",
       "4           [广州, 2年经验, 本科, 招1人]      5000-10000人               房地产  \n",
       "5   [广州-越秀区, 3-4年经验, 中专, 招100人]         10000人以上        交通\\/运输\\/物流  \n",
       "6     [广州-越秀区, 3-4年经验, 本科, 招1人]         10000人以上            批发\\/零售  \n",
       "7     [广州-番禺区, 3-4年经验, 本科, 招1人]       1000-5000人    家具\\/家电\\/玩具\\/礼品  \n",
       "8           [广州-越秀区, 2年经验, 招1人]         10000人以上         互联网\\/电子商务  \n",
       "9     [广州-天河区, 5-7年经验, 本科, 招5人]       1000-5000人               房地产  \n",
       "10          [广州, 2年经验, 大专, 招2人]         10000人以上  快速消费品(食品、饮料、化妆品)  \n",
       "11      [广州-海珠区, 2年经验, 高中, 招1人]       1000-5000人  快速消费品(食品、饮料、化妆品)  \n",
       "12      [广州-番禺区, 1年经验, 本科, 招1人]         150-500人           贸易\\/进出口  \n",
       "13   [广州-南沙区, 3-4年经验, 大专, 招若干人]        500-1000人   电子技术\\/半导体\\/集成电路  \n",
       "14    [广州-海珠区, 8-9年经验, 大专, 招1人]        500-1000人        服装\\/纺织\\/皮革  \n",
       "15     [异地招聘, 3-4年经验, 本科, 招20人]        500-1000人             计算机软件  \n",
       "16         [广州, 2年经验, 本科, 招若干人]         10000人以上         互联网\\/电子商务  \n",
       "17    [广州-天河区, 3-4年经验, 本科, 招1人]        500-1000人        医疗\\/护理\\/卫生  \n",
       "18     [广州-天河区, 无需经验, 大专, 招10人]         10000人以上              网络游戏  \n",
       "19      [广州-黄埔区, 1年经验, 大专, 招1人]       1000-5000人             检测，认证  \n",
       "20        [广州, 3-4年经验, 本科, 招8人]         10000人以上                保险  \n",
       "21       [广州, 3-4年经验, 大专, 招若干人]         10000人以上         互联网\\/电子商务  \n",
       "22      [广州-番禺区, 2年经验, 大专, 招1人]        500-1000人        机械\\/设备\\/重工  \n",
       "23      [广州-天河区, 无需经验, 大专, 招1人]       1000-5000人  快速消费品(食品、饮料、化妆品)  \n",
       "24       [异地招聘, 无需经验, 高中, 招若干人]      5000-10000人  快速消费品(食品、饮料、化妆品)  \n",
       "25        [广州, 3-4年经验, 本科, 招1人]         10000人以上             检测，认证  \n",
       "26     [广州-从化区, 2年经验, 中专, 招若干人]        500-1000人        机械\\/设备\\/重工  \n",
       "27      [广州-天河区, 1年经验, 大专, 招2人]        500-1000人         互联网\\/电子商务  \n",
       "28        [广州, 3-4年经验, 大专, 招1人]         10000人以上         互联网\\/电子商务  \n",
       "29       [异地招聘, 无需经验, 本科, 招若干人]         10000人以上     通信\\/电信运营、增值服务  \n",
       "30         [广州-黄埔区, 无需经验, 招若干人]         10000人以上         互联网\\/电子商务  \n",
       "31     [广州-花都区, 无需经验, 大专, 招20人]         10000人以上         互联网\\/电子商务  \n",
       "32        [异地招聘, 2年经验, 大专, 招1人]       1000-5000人  快速消费品(食品、饮料、化妆品)  \n",
       "33        [异地招聘, 1年经验, 高中, 招1人]        500-1000人            批发\\/零售  \n",
       "34      [广州, 1年经验, 初中及以下, 招若干人]         150-500人  快速消费品(食品、饮料、化妆品)  \n",
       "35       [广州, 3-4年经验, 本科, 招若干人]       1000-5000人  专业服务(咨询、人力资源、财会)  \n",
       "36          [广州, 2年经验, 本科, 招3人]         150-500人  专业服务(咨询、人力资源、财会)  \n",
       "37     [广州-天河区, 1年经验, 高中, 招若干人]      5000-10000人        金融\\/投资\\/证券  \n",
       "38    [广州-海珠区, 3-4年经验, 本科, 招2人]       1000-5000人        建筑\\/建材\\/工程  \n",
       "39     [广州-增城区, 1年经验, 大专, 招10人]         10000人以上     通信\\/电信运营、增值服务  \n",
       "40   [广州-黄埔区, 8-9年经验, 本科, 招若干人]      5000-10000人             检测，认证  \n",
       "41      [广州-天河区, 1年经验, 大专, 招1人]          50-150人        交通\\/运输\\/物流  \n",
       "42          [广州, 1年经验, 本科, 招5人]         10000人以上         互联网\\/电子商务  \n",
       "43   [广州-荔湾区, 3-4年经验, 大专, 招若干人]        500-1000人        交通\\/运输\\/物流  \n",
       "44        [广州, 3-4年经验, 本科, 招1人]         150-500人          医疗设备\\/器械  \n",
       "45   [广州-天河区, 3-4年经验, 本科, 招若干人]         150-500人               房地产  \n",
       "46    [广州-天河区, 3-4年经验, 本科, 招1人]      5000-10000人    石油\\/化工\\/矿产\\/地质  \n",
       "47        [广州, 5-7年经验, 大专, 招1人]       1000-5000人  快速消费品(食品、饮料、化妆品)  \n",
       "48      [广州-黄埔区, 1年经验, 本科, 招1人]        500-1000人        机械\\/设备\\/重工  \n",
       "49     [广州-海珠区, 无需经验, 高中, 招若干人]      5000-10000人                汽车  "
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=df_results.drop([\"type\",\"jt\",\"tags\",\"ad_track\",\"effect\",\"is_special_job\",\"coid\",\"isIntern\",\"isFromXyz\",\"updatedate\",\\\n",
    "                 \"iscommunicate\",\"job_title\",\"workyear\",\"jobwelf_list\",\"adid\",\"workarea\",\"degreefrom\"], axis=1)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 替换各列的列名"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>职位代码</th>\n",
       "      <th>职位链接</th>\n",
       "      <th>职位</th>\n",
       "      <th>公司链接</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>薪资</th>\n",
       "      <th>工作地点</th>\n",
       "      <th>公司类型</th>\n",
       "      <th>发布时间</th>\n",
       "      <th>职位福利</th>\n",
       "      <th>详细信息</th>\n",
       "      <th>公司规模</th>\n",
       "      <th>行业</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>132092398</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132092398...</td>\n",
       "      <td>招聘专员（外包）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2758227.html</td>\n",
       "      <td>字节跳动</td>\n",
       "      <td>0.7-1.2万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>2021-05-20 20:30:14</td>\n",
       "      <td>下午茶 六险一金 团队氛围好 晋升空间大 扁平管理 用户过亿 大牛带队 免费三餐 弹性工作 ...</td>\n",
       "      <td>[广州, 无需经验, 本科, 招2人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>132092342</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132092342...</td>\n",
       "      <td>资深品牌</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2522526.html</td>\n",
       "      <td>三七互娱</td>\n",
       "      <td>1.5-1.8万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 20:20:13</td>\n",
       "      <td>五险一金 员工旅游 交通补贴 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 定期体检 电脑补助</td>\n",
       "      <td>[广州, 5-7年经验, 本科, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>网络游戏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>132091796</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/hangzhou\\/132091796....</td>\n",
       "      <td>人事专员</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co672253.html</td>\n",
       "      <td>华住酒店管理有限公司</td>\n",
       "      <td>5-6千\\/月</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 20:10:58</td>\n",
       "      <td></td>\n",
       "      <td>[异地招聘, 2年经验, 本科, 招4人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>酒店\\/旅游</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>125940332</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/12594...</td>\n",
       "      <td>物业弱电技工</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2023161.html</td>\n",
       "      <td>广东保利置业有限公司</td>\n",
       "      <td>4.5-5千\\/月</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>国企</td>\n",
       "      <td>2021-05-20 19:08:09</td>\n",
       "      <td>带薪年假 五险一金 专业培训 高温补贴 餐饮补贴</td>\n",
       "      <td>[广州-花都区, 1年经验, 中技, 招3人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>房地产</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>132091077</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132091077...</td>\n",
       "      <td>爱家产品经理</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co1609778.html</td>\n",
       "      <td>保利地产投资顾问有限公司</td>\n",
       "      <td>2-2.5万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>国企</td>\n",
       "      <td>2021-05-20 18:40:39</td>\n",
       "      <td>五险一金 餐饮补贴 绩效奖金 年终双薪 带薪年假 节日福利 定期体检 交通补贴</td>\n",
       "      <td>[广州, 2年经验, 本科, 招1人]</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>房地产</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>132090765</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13209...</td>\n",
       "      <td>销售专员</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co5206803.html</td>\n",
       "      <td>跨越速运集团有限公司</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>2021-05-20 18:30:50</td>\n",
       "      <td></td>\n",
       "      <td>[广州-越秀区, 3-4年经验, 中专, 招100人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>交通\\/运输\\/物流</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>132086879</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13208...</td>\n",
       "      <td>(Senior) Finance Officer- Budget &amp;amp; Forecast</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co587406.html</td>\n",
       "      <td>屈臣氏个人用品商店有限公司</td>\n",
       "      <td>1-2万\\/月</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>外资（非欧美）</td>\n",
       "      <td>2021-05-20 17:20:04</td>\n",
       "      <td>周末双休 大平台 牛人多 氛围好 五险一金 补充医疗保险</td>\n",
       "      <td>[广州-越秀区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>批发\\/零售</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>132086628</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13208...</td>\n",
       "      <td>空调软件开发工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co3870446.html</td>\n",
       "      <td>广州松下空调器有限公司</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>外资（非欧美）</td>\n",
       "      <td>2021-05-20 17:11:57</td>\n",
       "      <td>五险一金 交通补贴 绩效奖金 餐饮补贴 免费班车 员工旅游 出国机会 定期体检 专业培训 年终奖金</td>\n",
       "      <td>[广州-番禺区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>家具\\/家电\\/玩具\\/礼品</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>132086437</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13208...</td>\n",
       "      <td>广州获客BDM</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co4400526.html</td>\n",
       "      <td>美团</td>\n",
       "      <td>1.4-2万\\/月</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 17:11:14</td>\n",
       "      <td></td>\n",
       "      <td>[广州-越秀区, 2年经验, 招1人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>132086010</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13208...</td>\n",
       "      <td>安全总监\\/项目安全负责人</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co5487324.html</td>\n",
       "      <td>中建国际投资（广东）有限公司</td>\n",
       "      <td>2-3万\\/月</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>国企</td>\n",
       "      <td>2021-05-20 17:02:44</td>\n",
       "      <td></td>\n",
       "      <td>[广州-天河区, 5-7年经验, 本科, 招5人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>房地产</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>132085353</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132085353...</td>\n",
       "      <td>储备区域经理</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2521124.html</td>\n",
       "      <td>良品铺子股份有限公司</td>\n",
       "      <td>0.6-1万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 17:00:45</td>\n",
       "      <td>五险一金 绩效奖金 年终奖金 定期体检 带薪年假 节日福利 通讯补贴</td>\n",
       "      <td>[广州, 2年经验, 大专, 招2人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>119381748</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/11938...</td>\n",
       "      <td>可口可乐- 销售代表（广州-连锁便利店）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co3010.html</td>\n",
       "      <td>广东太古可口可乐有限公司</td>\n",
       "      <td>7-9千\\/月</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>合资</td>\n",
       "      <td>2021-05-20 17:00:43</td>\n",
       "      <td>五险一金 补充医疗保险 年终奖金 专业培训 带薪年假 绩效奖金 餐饮补贴 交通补贴 高温补贴</td>\n",
       "      <td>[广州-海珠区, 2年经验, 高中, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>117445013</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11744...</td>\n",
       "      <td>采购专员（日语）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co234501.html</td>\n",
       "      <td>松下电器全球采购（中国）有限公司</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>外资（非欧美）</td>\n",
       "      <td>2021-05-20 16:39:53</td>\n",
       "      <td>通讯补贴 补充公积金 员工旅游 绩效奖金 五险一金 定期体检 带薪年假</td>\n",
       "      <td>[广州-番禺区, 1年经验, 本科, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>贸易\\/进出口</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>132081578</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-nsq\\/13208...</td>\n",
       "      <td>project cost analyst</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co1339600.html</td>\n",
       "      <td>广州安费诺诚信软性电路有限公司</td>\n",
       "      <td>1-1.8万\\/月</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 16:01:38</td>\n",
       "      <td>五险一金 免费班车 员工旅游 餐饮补贴 通讯补贴 年终奖金</td>\n",
       "      <td>[广州-南沙区, 3-4年经验, 大专, 招若干人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>电子技术\\/半导体\\/集成电路</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>131734232</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13173...</td>\n",
       "      <td>店长 - 万国工厂店 ID-78420</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co274497.html</td>\n",
       "      <td>新百伦贸易（中国）有限公司</td>\n",
       "      <td>0.8-1万\\/月</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 15:54:20</td>\n",
       "      <td>五险一金 带薪年假 专业培训 节日福利 商业保险</td>\n",
       "      <td>[广州-海珠区, 8-9年经验, 大专, 招1人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>服装\\/纺织\\/皮革</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>129331832</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shanghai-pdxq\\/12933...</td>\n",
       "      <td>Java（Remote）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2485502.html</td>\n",
       "      <td>普华永道信息技术（上海）有限公司</td>\n",
       "      <td>1.5-2.5万\\/月</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 15:51:06</td>\n",
       "      <td>五险一金 补充医疗保险 通讯补贴 弹性工作 出国机会</td>\n",
       "      <td>[异地招聘, 3-4年经验, 本科, 招20人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>132079830</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132079830...</td>\n",
       "      <td>智能信息事业群UC事业部-产品运营-广州</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co1991749.html</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td></td>\n",
       "      <td>广州</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 15:33:38</td>\n",
       "      <td></td>\n",
       "      <td>[广州, 2年经验, 本科, 招若干人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>132074439</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13207...</td>\n",
       "      <td>销售助理SA</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2580361.html</td>\n",
       "      <td>上海中智项目外包咨询服务有限公司（惠氏项目）</td>\n",
       "      <td>6.5-8千\\/月</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 15:26:02</td>\n",
       "      <td>五险一金 补充医疗保险 年终奖金 带薪年假 周末双休</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>医疗\\/护理\\/卫生</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>132076799</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13207...</td>\n",
       "      <td>网电销售专员</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co3645991.html</td>\n",
       "      <td>网易集团</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 15:05:55</td>\n",
       "      <td>专业培训 餐饮补贴 免费班车 五险一金 年终奖金 绩效奖金</td>\n",
       "      <td>[广州-天河区, 无需经验, 大专, 招10人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>网络游戏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>132074466</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13207...</td>\n",
       "      <td>北美零部件项目工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co642218.html</td>\n",
       "      <td>SGS通标标准技术服务有限公司广州分公司</td>\n",
       "      <td>0.7-1万\\/月</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>合资</td>\n",
       "      <td>2021-05-20 14:59:37</td>\n",
       "      <td>专业培训 免费班车 五险一金 员工旅游 年终奖金 员工食堂 定期体检 带薪年假 高温补贴 节日福利</td>\n",
       "      <td>[广州-黄埔区, 1年经验, 大专, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>检测，认证</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>132055267</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132055267...</td>\n",
       "      <td>国企直招 理财规划师 4800底薪 双休</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co4312938.html</td>\n",
       "      <td>中国太平洋保险集团金玉兰财富管理中心</td>\n",
       "      <td>10-15万\\/年</td>\n",
       "      <td>广州</td>\n",
       "      <td>国企</td>\n",
       "      <td>2021-05-20 14:44:02</td>\n",
       "      <td>五险一金 补充医疗保险 企业年金 绩效奖金 年终奖金 专业培训 出国机会 弹性工作 定期体检</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招8人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>保险</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>132075066</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132075066...</td>\n",
       "      <td>广告销售经理</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2381155.html</td>\n",
       "      <td>美团</td>\n",
       "      <td>0.8-1万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 14:31:37</td>\n",
       "      <td>周末双休 带薪年假 五险一金 交通补贴 弹性工作 专业培训 节日福利</td>\n",
       "      <td>[广州, 3-4年经验, 大专, 招若干人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>130566941</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13056...</td>\n",
       "      <td>船务文员（五险一金+中期奖金+年终奖金+提供食宿）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2786390.html</td>\n",
       "      <td>广东高壹工机有限公司</td>\n",
       "      <td>4.8-6.5千\\/月</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>外资（非欧美）</td>\n",
       "      <td>2021-05-20 14:30:53</td>\n",
       "      <td>五险一金 员工旅游 交通补贴 年终奖金 定期体检 免费班车</td>\n",
       "      <td>[广州-番禺区, 2年经验, 大专, 招1人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>机械\\/设备\\/重工</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>124522804</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12452...</td>\n",
       "      <td>KA销售代表（现代渠道）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2975514.html</td>\n",
       "      <td>深圳百事可乐饮料有限公司</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 14:16:36</td>\n",
       "      <td>五险一金 绩效奖金 全勤奖 节日福利 年终奖金 通讯补贴 交通补贴 带薪年假 上岗培训 专业培训</td>\n",
       "      <td>[广州-天河区, 无需经验, 大专, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>132072265</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan-ssq\\/13207226...</td>\n",
       "      <td>高薪业务代表-三水-康师傅饮品</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co639201.html</td>\n",
       "      <td>康师傅控股广州顶津食品有限公司</td>\n",
       "      <td>4-9千\\/月</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>外资（非欧美）</td>\n",
       "      <td>2021-05-20 14:10:57</td>\n",
       "      <td>五险一金 带薪年假 高温补贴 交通补贴 节日福利 全勤奖 绩效奖金 培训拓展</td>\n",
       "      <td>[异地招聘, 无需经验, 高中, 招若干人]</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>132071144</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132071144...</td>\n",
       "      <td>Sales_汽车功能安全</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co110741.html</td>\n",
       "      <td>必维集团 CIF China</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 13:10:09</td>\n",
       "      <td>五险一金 绩效奖金 年终奖金 定期体检</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>检测，认证</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>129515761</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-chq\\/12951...</td>\n",
       "      <td>设备维修工</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2970846.html</td>\n",
       "      <td>江森自控日立万宝压缩机（广州）有限公司</td>\n",
       "      <td>0.5-1万\\/月</td>\n",
       "      <td>广州-从化区</td>\n",
       "      <td>合资</td>\n",
       "      <td>2021-05-20 13:10:06</td>\n",
       "      <td>五险一金 补充医疗保险 免费班车 餐饮补贴 年终奖金 定期体检 专业培训 节日福利 带薪年假...</td>\n",
       "      <td>[广州-从化区, 2年经验, 中专, 招若干人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>机械\\/设备\\/重工</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>125461210</td>\n",
       "      <td>https:\\/\\/51rz.51job.com\\/job.html?jobid=12546...</td>\n",
       "      <td>人事专员（驻点贝壳找房）</td>\n",
       "      <td>http:\\/\\/51rz.51job.com\\/job.html?jobid=548327...</td>\n",
       "      <td>“前程无忧”51job.com（广州）</td>\n",
       "      <td>5-7千\\/月</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>外资（非欧美）</td>\n",
       "      <td>2021-05-20 11:57:09</td>\n",
       "      <td>五险一金 专业培训 绩效奖金 年终奖金 定期体检 周末双休 节日福利 带薪年假 商业保险 团建活动</td>\n",
       "      <td>[广州-天河区, 1年经验, 大专, 招2人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>132069241</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132069241...</td>\n",
       "      <td>选址拓展经理</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co5103426.html</td>\n",
       "      <td>美团</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 11:51:58</td>\n",
       "      <td>五险一金 专业培训 定期体检 绩效奖金 餐饮补贴 交通补贴</td>\n",
       "      <td>[广州, 3-4年经验, 大专, 招1人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>132067775</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-sshq\\/13206...</td>\n",
       "      <td>软件开发工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co154736.html</td>\n",
       "      <td>华为技术有限公司</td>\n",
       "      <td>1.3-3万\\/月</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>2021-05-20 11:39:26</td>\n",
       "      <td>五险一金 补充医疗保险 年终奖金 股票期权 定期体检</td>\n",
       "      <td>[异地招聘, 无需经验, 本科, 招若干人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>通信\\/电信运营、增值服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>132066441</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13206...</td>\n",
       "      <td>仓管员岗</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co3846659.html</td>\n",
       "      <td>京东商城华南区域分公司</td>\n",
       "      <td>5-7千\\/月</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 11:32:42</td>\n",
       "      <td>五险一金 餐饮补贴 绩效奖金 年终奖金 节日福利 高温补贴 带薪年假</td>\n",
       "      <td>[广州-黄埔区, 无需经验, 招若干人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>132067607</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/13206...</td>\n",
       "      <td>广州运营安全员</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2821227.html</td>\n",
       "      <td>滴滴</td>\n",
       "      <td>7-9千\\/月</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>2021-05-20 11:31:42</td>\n",
       "      <td></td>\n",
       "      <td>[广州-花都区, 无需经验, 大专, 招20人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>132065764</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/jiangmen\\/132065764....</td>\n",
       "      <td>督导员</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2198872.html</td>\n",
       "      <td>广东嘉士利食品集团有限公司</td>\n",
       "      <td>5-6千\\/月</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 11:10:22</td>\n",
       "      <td>五险一金 绩效奖金 节日福利 交通补贴 餐饮补贴 带薪年假</td>\n",
       "      <td>[异地招聘, 2年经验, 大专, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>131908983</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangdongsheng\\/1319...</td>\n",
       "      <td>广州西城都荟三叶草店员</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2779923.html</td>\n",
       "      <td>阿迪达斯体育（中国）有限公司</td>\n",
       "      <td>4-6千\\/月</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 11:06:55</td>\n",
       "      <td>补充医疗保险 五险一金 通讯补贴 交通补贴 餐饮补贴 弹性工作 绩效奖金 定期体检</td>\n",
       "      <td>[异地招聘, 1年经验, 高中, 招1人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>批发\\/零售</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>132056011</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132056011...</td>\n",
       "      <td>操作工</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co3390083.html</td>\n",
       "      <td>广州雀巢冷冻食品有限公司</td>\n",
       "      <td>4.5-6千\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 10:51:22</td>\n",
       "      <td>带薪年假 五险一金 高温补贴 节日福利 专业培训 包吃 免费班车 轮班津贴 商业医疗保险 十三薪</td>\n",
       "      <td>[广州, 1年经验, 初中及以下, 招若干人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>132064601</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132064601...</td>\n",
       "      <td>Senior Officer\\/Officer-FCS-HR-Campus Recruitm...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co269327.html</td>\n",
       "      <td>PwC 普华永道</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 10:46:56</td>\n",
       "      <td></td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>专业服务(咨询、人力资源、财会)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>130468446</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/130468446...</td>\n",
       "      <td>人才发展与学习项目咨询顾问</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co1739836.html</td>\n",
       "      <td>美国管理协会（中国）-AMA China</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 10:41:24</td>\n",
       "      <td>专业培训 转正机会</td>\n",
       "      <td>[广州, 2年经验, 本科, 招3人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>专业服务(咨询、人力资源、财会)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>132062744</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13206...</td>\n",
       "      <td>光大银行信用卡白金卡销售（天河Z）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co5269667.html</td>\n",
       "      <td>中国光大银行股份有限公司广州分行</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>国企</td>\n",
       "      <td>2021-05-20 10:32:39</td>\n",
       "      <td>绩效奖金 专业培训 弹性工作 带薪年假 五险一金</td>\n",
       "      <td>[广州-天河区, 1年经验, 高中, 招若干人]</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>金融\\/投资\\/证券</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>132061838</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13206...</td>\n",
       "      <td>市场拓展岗</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co4842555.html</td>\n",
       "      <td>中建三局绿色产业投资有限公司</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>国企</td>\n",
       "      <td>2021-05-20 10:22:59</td>\n",
       "      <td>五险一金 交通补贴 餐饮补贴 绩效奖金 年终奖金 定期体检 补充医疗保险</td>\n",
       "      <td>[广州-海珠区, 3-4年经验, 本科, 招2人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>建筑\\/建材\\/工程</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>132061236</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-zcq\\/13206...</td>\n",
       "      <td>小米店长-广东省就近安排工作地点</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2449752.html</td>\n",
       "      <td>小米通讯技术有限公司</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>广州-增城区</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>2021-05-20 10:13:23</td>\n",
       "      <td>五险一金 年终奖金 绩效奖金 弹性工作</td>\n",
       "      <td>[广州-增城区, 1年经验, 大专, 招10人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>通信\\/电信运营、增值服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>132060142</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13206...</td>\n",
       "      <td>EMC技术主管\\/经理</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2528523.html</td>\n",
       "      <td>深圳天祥质量技术服务有限公司广州分公司（Intertek 天祥集团）</td>\n",
       "      <td>5-7千\\/月</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 10:02:30</td>\n",
       "      <td>五险一金 专业培训 补充医疗保险 免费班车 餐饮补贴 年终奖金 定期体检 年终双薪 节日福利</td>\n",
       "      <td>[广州-黄埔区, 8-9年经验, 本科, 招若干人]</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>检测，认证</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>127476713</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12747...</td>\n",
       "      <td>空运客服</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co4980183.html</td>\n",
       "      <td>爱派克斯国际物流（深圳）有限公司</td>\n",
       "      <td>5-6千\\/月</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>外资（非欧美）</td>\n",
       "      <td>2021-05-20 09:24:17</td>\n",
       "      <td>周末双休 带薪年假 五险一金 加班补贴 高温补贴 员工商业保险 定期体检</td>\n",
       "      <td>[广州-天河区, 1年经验, 大专, 招1人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>交通\\/运输\\/物流</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>132054082</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132054082...</td>\n",
       "      <td>微信小程序业务后台开发工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co123056.html</td>\n",
       "      <td>深圳市腾讯计算机系统有限公司</td>\n",
       "      <td>2-5万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>2021-05-20 09:23:07</td>\n",
       "      <td></td>\n",
       "      <td>[广州, 1年经验, 本科, 招5人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>118819049</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-lwq\\/11881...</td>\n",
       "      <td>海运销售</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2204589.html</td>\n",
       "      <td>德威国际货运代理（上海）有限公司</td>\n",
       "      <td>5-7千\\/月</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>合资</td>\n",
       "      <td>2021-05-20 09:18:38</td>\n",
       "      <td>五险一金 补充医疗保险 餐饮补贴 绩效奖金 定期体检</td>\n",
       "      <td>[广州-荔湾区, 3-4年经验, 大专, 招若干人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>交通\\/运输\\/物流</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>129653487</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/129653487...</td>\n",
       "      <td>设备工程师\\/自动化工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2266664.html</td>\n",
       "      <td>费森尤斯卡比（广州）医疗用品有限公司</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 09:08:19</td>\n",
       "      <td></td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>医疗设备\\/器械</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>131773283</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13177...</td>\n",
       "      <td>Senior Marketing Officer-PR</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co196505.html</td>\n",
       "      <td>太古汇（广州）发展有限公司</td>\n",
       "      <td>12-17万\\/年</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>合资</td>\n",
       "      <td>2021-05-20 09:07:59</td>\n",
       "      <td>五险一金 补充医疗保险 员工旅游 通讯补贴 出国机会 年终奖金 定期体检 专业培训 弹性工作...</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>房地产</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>129793764</td>\n",
       "      <td>http:\\/\\/career.akzonobel.51job.com\\/sc\\/show_...</td>\n",
       "      <td>Sr. Trade Marketing Specialist</td>\n",
       "      <td>http:\\/\\/career.akzonobel.51job.com</td>\n",
       "      <td>AkzoNobel 阿克苏诺贝尔 - Decorative Paints</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 09:06:01</td>\n",
       "      <td>年终奖金 五险一金 补充医疗保险 专业培训 通讯补贴 免费班车</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>石油\\/化工\\/矿产\\/地质</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>127475966</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/127475966...</td>\n",
       "      <td>行销推广经理</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co3389050.html</td>\n",
       "      <td>上海锐澳（RIO）酒业营销有限公司</td>\n",
       "      <td>1.2-1.5万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>2021-05-20 08:49:38</td>\n",
       "      <td>五险一金 免费班车 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 定期体检</td>\n",
       "      <td>[广州, 5-7年经验, 大专, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>94895903</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/94895...</td>\n",
       "      <td>型式试验工程师</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2633677.html</td>\n",
       "      <td>日立电梯电机（广州）有限公司</td>\n",
       "      <td>5-7千\\/月</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>合资</td>\n",
       "      <td>2021-05-20 08:45:14</td>\n",
       "      <td>五险一金 免费班车 员工旅游 定期体检 餐饮补贴</td>\n",
       "      <td>[广州-黄埔区, 1年经验, 本科, 招1人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>机械\\/设备\\/重工</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>132091964</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13209...</td>\n",
       "      <td>道路服务专员（海珠区）</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co5987119.html</td>\n",
       "      <td>广州蔚来汽车销售服务有限公司</td>\n",
       "      <td>0.7-1万\\/月</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 19:40:06</td>\n",
       "      <td>上市公司 可转正实习 高薪实习 提供实习证明 团队氛围好 学习机会多 发展空间大</td>\n",
       "      <td>[广州-海珠区, 无需经验, 高中, 招若干人]</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>汽车</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         职位代码                                               职位链接  \\\n",
       "0   132092398  https:\\/\\/jobs.51job.com\\/guangzhou\\/132092398...   \n",
       "1   132092342  https:\\/\\/jobs.51job.com\\/guangzhou\\/132092342...   \n",
       "2   132091796  https:\\/\\/jobs.51job.com\\/hangzhou\\/132091796....   \n",
       "3   125940332  https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/12594...   \n",
       "4   132091077  https:\\/\\/jobs.51job.com\\/guangzhou\\/132091077...   \n",
       "5   132090765  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13209...   \n",
       "6   132086879  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13208...   \n",
       "7   132086628  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13208...   \n",
       "8   132086437  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13208...   \n",
       "9   132086010  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13208...   \n",
       "10  132085353  https:\\/\\/jobs.51job.com\\/guangzhou\\/132085353...   \n",
       "11  119381748  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/11938...   \n",
       "12  117445013  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11744...   \n",
       "13  132081578  https:\\/\\/jobs.51job.com\\/guangzhou-nsq\\/13208...   \n",
       "14  131734232  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13173...   \n",
       "15  129331832  https:\\/\\/jobs.51job.com\\/shanghai-pdxq\\/12933...   \n",
       "16  132079830  https:\\/\\/jobs.51job.com\\/guangzhou\\/132079830...   \n",
       "17  132074439  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13207...   \n",
       "18  132076799  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13207...   \n",
       "19  132074466  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13207...   \n",
       "20  132055267  https:\\/\\/jobs.51job.com\\/guangzhou\\/132055267...   \n",
       "21  132075066  https:\\/\\/jobs.51job.com\\/guangzhou\\/132075066...   \n",
       "22  130566941  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13056...   \n",
       "23  124522804  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12452...   \n",
       "24  132072265  https:\\/\\/jobs.51job.com\\/foshan-ssq\\/13207226...   \n",
       "25  132071144  https:\\/\\/jobs.51job.com\\/guangzhou\\/132071144...   \n",
       "26  129515761  https:\\/\\/jobs.51job.com\\/guangzhou-chq\\/12951...   \n",
       "27  125461210  https:\\/\\/51rz.51job.com\\/job.html?jobid=12546...   \n",
       "28  132069241  https:\\/\\/jobs.51job.com\\/guangzhou\\/132069241...   \n",
       "29  132067775  https:\\/\\/jobs.51job.com\\/dongguan-sshq\\/13206...   \n",
       "30  132066441  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13206...   \n",
       "31  132067607  https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/13206...   \n",
       "32  132065764  https:\\/\\/jobs.51job.com\\/jiangmen\\/132065764....   \n",
       "33  131908983  https:\\/\\/jobs.51job.com\\/guangdongsheng\\/1319...   \n",
       "34  132056011  https:\\/\\/jobs.51job.com\\/guangzhou\\/132056011...   \n",
       "35  132064601  https:\\/\\/jobs.51job.com\\/guangzhou\\/132064601...   \n",
       "36  130468446  https:\\/\\/jobs.51job.com\\/guangzhou\\/130468446...   \n",
       "37  132062744  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13206...   \n",
       "38  132061838  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13206...   \n",
       "39  132061236  https:\\/\\/jobs.51job.com\\/guangzhou-zcq\\/13206...   \n",
       "40  132060142  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13206...   \n",
       "41  127476713  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12747...   \n",
       "42  132054082  https:\\/\\/jobs.51job.com\\/guangzhou\\/132054082...   \n",
       "43  118819049  https:\\/\\/jobs.51job.com\\/guangzhou-lwq\\/11881...   \n",
       "44  129653487  https:\\/\\/jobs.51job.com\\/guangzhou\\/129653487...   \n",
       "45  131773283  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13177...   \n",
       "46  129793764  http:\\/\\/career.akzonobel.51job.com\\/sc\\/show_...   \n",
       "47  127475966  https:\\/\\/jobs.51job.com\\/guangzhou\\/127475966...   \n",
       "48   94895903  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/94895...   \n",
       "49  132091964  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13209...   \n",
       "\n",
       "                                                   职位  \\\n",
       "0                                            招聘专员（外包）   \n",
       "1                                                资深品牌   \n",
       "2                                                人事专员   \n",
       "3                                              物业弱电技工   \n",
       "4                                              爱家产品经理   \n",
       "5                                                销售专员   \n",
       "6     (Senior) Finance Officer- Budget &amp; Forecast   \n",
       "7                                           空调软件开发工程师   \n",
       "8                                             广州获客BDM   \n",
       "9                                       安全总监\\/项目安全负责人   \n",
       "10                                             储备区域经理   \n",
       "11                               可口可乐- 销售代表（广州-连锁便利店）   \n",
       "12                                           采购专员（日语）   \n",
       "13                               project cost analyst   \n",
       "14                                店长 - 万国工厂店 ID-78420   \n",
       "15                                       Java（Remote）   \n",
       "16                               智能信息事业群UC事业部-产品运营-广州   \n",
       "17                                             销售助理SA   \n",
       "18                                             网电销售专员   \n",
       "19                                         北美零部件项目工程师   \n",
       "20                               国企直招 理财规划师 4800底薪 双休   \n",
       "21                                             广告销售经理   \n",
       "22                          船务文员（五险一金+中期奖金+年终奖金+提供食宿）   \n",
       "23                                       KA销售代表（现代渠道）   \n",
       "24                                    高薪业务代表-三水-康师傅饮品   \n",
       "25                                       Sales_汽车功能安全   \n",
       "26                                              设备维修工   \n",
       "27                                       人事专员（驻点贝壳找房）   \n",
       "28                                             选址拓展经理   \n",
       "29                                            软件开发工程师   \n",
       "30                                               仓管员岗   \n",
       "31                                            广州运营安全员   \n",
       "32                                                督导员   \n",
       "33                                        广州西城都荟三叶草店员   \n",
       "34                                                操作工   \n",
       "35  Senior Officer\\/Officer-FCS-HR-Campus Recruitm...   \n",
       "36                                      人才发展与学习项目咨询顾问   \n",
       "37                                  光大银行信用卡白金卡销售（天河Z）   \n",
       "38                                              市场拓展岗   \n",
       "39                                   小米店长-广东省就近安排工作地点   \n",
       "40                                        EMC技术主管\\/经理   \n",
       "41                                               空运客服   \n",
       "42                                     微信小程序业务后台开发工程师   \n",
       "43                                               海运销售   \n",
       "44                                      设备工程师\\/自动化工程师   \n",
       "45                        Senior Marketing Officer-PR   \n",
       "46                     Sr. Trade Marketing Specialist   \n",
       "47                                             行销推广经理   \n",
       "48                                            型式试验工程师   \n",
       "49                                        道路服务专员（海珠区）   \n",
       "\n",
       "                                                 公司链接  \\\n",
       "0       https:\\/\\/jobs.51job.com\\/all\\/co2758227.html   \n",
       "1       https:\\/\\/jobs.51job.com\\/all\\/co2522526.html   \n",
       "2        https:\\/\\/jobs.51job.com\\/all\\/co672253.html   \n",
       "3       https:\\/\\/jobs.51job.com\\/all\\/co2023161.html   \n",
       "4       https:\\/\\/jobs.51job.com\\/all\\/co1609778.html   \n",
       "5       https:\\/\\/jobs.51job.com\\/all\\/co5206803.html   \n",
       "6        https:\\/\\/jobs.51job.com\\/all\\/co587406.html   \n",
       "7       https:\\/\\/jobs.51job.com\\/all\\/co3870446.html   \n",
       "8       https:\\/\\/jobs.51job.com\\/all\\/co4400526.html   \n",
       "9       https:\\/\\/jobs.51job.com\\/all\\/co5487324.html   \n",
       "10      https:\\/\\/jobs.51job.com\\/all\\/co2521124.html   \n",
       "11         https:\\/\\/jobs.51job.com\\/all\\/co3010.html   \n",
       "12       https:\\/\\/jobs.51job.com\\/all\\/co234501.html   \n",
       "13      https:\\/\\/jobs.51job.com\\/all\\/co1339600.html   \n",
       "14       https:\\/\\/jobs.51job.com\\/all\\/co274497.html   \n",
       "15      https:\\/\\/jobs.51job.com\\/all\\/co2485502.html   \n",
       "16      https:\\/\\/jobs.51job.com\\/all\\/co1991749.html   \n",
       "17      https:\\/\\/jobs.51job.com\\/all\\/co2580361.html   \n",
       "18      https:\\/\\/jobs.51job.com\\/all\\/co3645991.html   \n",
       "19       https:\\/\\/jobs.51job.com\\/all\\/co642218.html   \n",
       "20      https:\\/\\/jobs.51job.com\\/all\\/co4312938.html   \n",
       "21      https:\\/\\/jobs.51job.com\\/all\\/co2381155.html   \n",
       "22      https:\\/\\/jobs.51job.com\\/all\\/co2786390.html   \n",
       "23      https:\\/\\/jobs.51job.com\\/all\\/co2975514.html   \n",
       "24       https:\\/\\/jobs.51job.com\\/all\\/co639201.html   \n",
       "25       https:\\/\\/jobs.51job.com\\/all\\/co110741.html   \n",
       "26      https:\\/\\/jobs.51job.com\\/all\\/co2970846.html   \n",
       "27  http:\\/\\/51rz.51job.com\\/job.html?jobid=548327...   \n",
       "28      https:\\/\\/jobs.51job.com\\/all\\/co5103426.html   \n",
       "29       https:\\/\\/jobs.51job.com\\/all\\/co154736.html   \n",
       "30      https:\\/\\/jobs.51job.com\\/all\\/co3846659.html   \n",
       "31      https:\\/\\/jobs.51job.com\\/all\\/co2821227.html   \n",
       "32      https:\\/\\/jobs.51job.com\\/all\\/co2198872.html   \n",
       "33      https:\\/\\/jobs.51job.com\\/all\\/co2779923.html   \n",
       "34      https:\\/\\/jobs.51job.com\\/all\\/co3390083.html   \n",
       "35       https:\\/\\/jobs.51job.com\\/all\\/co269327.html   \n",
       "36      https:\\/\\/jobs.51job.com\\/all\\/co1739836.html   \n",
       "37      https:\\/\\/jobs.51job.com\\/all\\/co5269667.html   \n",
       "38      https:\\/\\/jobs.51job.com\\/all\\/co4842555.html   \n",
       "39      https:\\/\\/jobs.51job.com\\/all\\/co2449752.html   \n",
       "40      https:\\/\\/jobs.51job.com\\/all\\/co2528523.html   \n",
       "41      https:\\/\\/jobs.51job.com\\/all\\/co4980183.html   \n",
       "42       https:\\/\\/jobs.51job.com\\/all\\/co123056.html   \n",
       "43      https:\\/\\/jobs.51job.com\\/all\\/co2204589.html   \n",
       "44      https:\\/\\/jobs.51job.com\\/all\\/co2266664.html   \n",
       "45       https:\\/\\/jobs.51job.com\\/all\\/co196505.html   \n",
       "46                http:\\/\\/career.akzonobel.51job.com   \n",
       "47      https:\\/\\/jobs.51job.com\\/all\\/co3389050.html   \n",
       "48      https:\\/\\/jobs.51job.com\\/all\\/co2633677.html   \n",
       "49      https:\\/\\/jobs.51job.com\\/all\\/co5987119.html   \n",
       "\n",
       "                                    公司名称           薪资    工作地点     公司类型  \\\n",
       "0                                   字节跳动  0.7-1.2万\\/月      广州     民营公司   \n",
       "1                                   三七互娱  1.5-1.8万\\/月      广州     上市公司   \n",
       "2                             华住酒店管理有限公司      5-6千\\/月    异地招聘     上市公司   \n",
       "3                             广东保利置业有限公司    4.5-5千\\/月  广州-花都区       国企   \n",
       "4                           保利地产投资顾问有限公司    2-2.5万\\/月      广州       国企   \n",
       "5                             跨越速运集团有限公司      6-8千\\/月  广州-越秀区     民营公司   \n",
       "6                          屈臣氏个人用品商店有限公司      1-2万\\/月  广州-越秀区  外资（非欧美）   \n",
       "7                            广州松下空调器有限公司      6-8千\\/月  广州-番禺区  外资（非欧美）   \n",
       "8                                     美团    1.4-2万\\/月  广州-越秀区     上市公司   \n",
       "9                         中建国际投资（广东）有限公司      2-3万\\/月  广州-天河区       国企   \n",
       "10                            良品铺子股份有限公司    0.6-1万\\/月      广州     上市公司   \n",
       "11                          广东太古可口可乐有限公司      7-9千\\/月  广州-海珠区       合资   \n",
       "12                      松下电器全球采购（中国）有限公司      6-8千\\/月  广州-番禺区  外资（非欧美）   \n",
       "13                       广州安费诺诚信软性电路有限公司    1-1.8万\\/月  广州-南沙区   外资（欧美）   \n",
       "14                         新百伦贸易（中国）有限公司    0.8-1万\\/月  广州-海珠区   外资（欧美）   \n",
       "15                      普华永道信息技术（上海）有限公司  1.5-2.5万\\/月    异地招聘   外资（欧美）   \n",
       "16                                阿里巴巴集团                   广州     上市公司   \n",
       "17                上海中智项目外包咨询服务有限公司（惠氏项目）    6.5-8千\\/月  广州-天河区   外资（欧美）   \n",
       "18                                  网易集团      6-8千\\/月  广州-天河区     上市公司   \n",
       "19                  SGS通标标准技术服务有限公司广州分公司    0.7-1万\\/月  广州-黄埔区       合资   \n",
       "20                    中国太平洋保险集团金玉兰财富管理中心    10-15万\\/年      广州       国企   \n",
       "21                                    美团    0.8-1万\\/月      广州     上市公司   \n",
       "22                            广东高壹工机有限公司  4.8-6.5千\\/月  广州-番禺区  外资（非欧美）   \n",
       "23                          深圳百事可乐饮料有限公司      6-8千\\/月  广州-天河区   外资（欧美）   \n",
       "24                       康师傅控股广州顶津食品有限公司      4-9千\\/月    异地招聘  外资（非欧美）   \n",
       "25                        必维集团 CIF China    1-1.5万\\/月      广州   外资（欧美）   \n",
       "26                   江森自控日立万宝压缩机（广州）有限公司    0.5-1万\\/月  广州-从化区       合资   \n",
       "27                   “前程无忧”51job.com（广州）      5-7千\\/月  广州-天河区  外资（非欧美）   \n",
       "28                                    美团    1.5-2万\\/月      广州     上市公司   \n",
       "29                              华为技术有限公司    1.3-3万\\/月    异地招聘     民营公司   \n",
       "30                           京东商城华南区域分公司      5-7千\\/月  广州-黄埔区     上市公司   \n",
       "31                                    滴滴      7-9千\\/月  广州-花都区     民营公司   \n",
       "32                         广东嘉士利食品集团有限公司      5-6千\\/月    异地招聘     上市公司   \n",
       "33                        阿迪达斯体育（中国）有限公司      4-6千\\/月    异地招聘   外资（欧美）   \n",
       "34                          广州雀巢冷冻食品有限公司    4.5-6千\\/月      广州   外资（欧美）   \n",
       "35                              PwC 普华永道    1.5-2万\\/月      广州   外资（欧美）   \n",
       "36                  美国管理协会（中国）-AMA China    1-1.5万\\/月      广州   外资（欧美）   \n",
       "37                      中国光大银行股份有限公司广州分行    1.5-2万\\/月  广州-天河区       国企   \n",
       "38                        中建三局绿色产业投资有限公司    1-1.5万\\/月  广州-海珠区       国企   \n",
       "39                            小米通讯技术有限公司      6-8千\\/月  广州-增城区     民营公司   \n",
       "40    深圳天祥质量技术服务有限公司广州分公司（Intertek 天祥集团）      5-7千\\/月  广州-黄埔区   外资（欧美）   \n",
       "41                      爱派克斯国际物流（深圳）有限公司      5-6千\\/月  广州-天河区  外资（非欧美）   \n",
       "42                        深圳市腾讯计算机系统有限公司      2-5万\\/月      广州     民营公司   \n",
       "43                      德威国际货运代理（上海）有限公司      5-7千\\/月  广州-荔湾区       合资   \n",
       "44                    费森尤斯卡比（广州）医疗用品有限公司    1-1.5万\\/月      广州   外资（欧美）   \n",
       "45                         太古汇（广州）发展有限公司    12-17万\\/年  广州-天河区       合资   \n",
       "46  AkzoNobel 阿克苏诺贝尔 - Decorative Paints    1-1.5万\\/月  广州-天河区   外资（欧美）   \n",
       "47                     上海锐澳（RIO）酒业营销有限公司  1.2-1.5万\\/月      广州     民营公司   \n",
       "48                        日立电梯电机（广州）有限公司      5-7千\\/月  广州-黄埔区       合资   \n",
       "49                        广州蔚来汽车销售服务有限公司    0.7-1万\\/月  广州-海珠区     上市公司   \n",
       "\n",
       "                   发布时间                                               职位福利  \\\n",
       "0   2021-05-20 20:30:14  下午茶 六险一金 团队氛围好 晋升空间大 扁平管理 用户过亿 大牛带队 免费三餐 弹性工作 ...   \n",
       "1   2021-05-20 20:20:13  五险一金 员工旅游 交通补贴 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 定期体检 电脑补助   \n",
       "2   2021-05-20 20:10:58                                                      \n",
       "3   2021-05-20 19:08:09                           带薪年假 五险一金 专业培训 高温补贴 餐饮补贴   \n",
       "4   2021-05-20 18:40:39            五险一金 餐饮补贴 绩效奖金 年终双薪 带薪年假 节日福利 定期体检 交通补贴   \n",
       "5   2021-05-20 18:30:50                                                      \n",
       "6   2021-05-20 17:20:04                       周末双休 大平台 牛人多 氛围好 五险一金 补充医疗保险   \n",
       "7   2021-05-20 17:11:57  五险一金 交通补贴 绩效奖金 餐饮补贴 免费班车 员工旅游 出国机会 定期体检 专业培训 年终奖金   \n",
       "8   2021-05-20 17:11:14                                                      \n",
       "9   2021-05-20 17:02:44                                                      \n",
       "10  2021-05-20 17:00:45                 五险一金 绩效奖金 年终奖金 定期体检 带薪年假 节日福利 通讯补贴   \n",
       "11  2021-05-20 17:00:43     五险一金 补充医疗保险 年终奖金 专业培训 带薪年假 绩效奖金 餐饮补贴 交通补贴 高温补贴   \n",
       "12  2021-05-20 16:39:53                通讯补贴 补充公积金 员工旅游 绩效奖金 五险一金 定期体检 带薪年假   \n",
       "13  2021-05-20 16:01:38                      五险一金 免费班车 员工旅游 餐饮补贴 通讯补贴 年终奖金   \n",
       "14  2021-05-20 15:54:20                           五险一金 带薪年假 专业培训 节日福利 商业保险   \n",
       "15  2021-05-20 15:51:06                         五险一金 补充医疗保险 通讯补贴 弹性工作 出国机会   \n",
       "16  2021-05-20 15:33:38                                                      \n",
       "17  2021-05-20 15:26:02                         五险一金 补充医疗保险 年终奖金 带薪年假 周末双休   \n",
       "18  2021-05-20 15:05:55                      专业培训 餐饮补贴 免费班车 五险一金 年终奖金 绩效奖金   \n",
       "19  2021-05-20 14:59:37  专业培训 免费班车 五险一金 员工旅游 年终奖金 员工食堂 定期体检 带薪年假 高温补贴 节日福利   \n",
       "20  2021-05-20 14:44:02     五险一金 补充医疗保险 企业年金 绩效奖金 年终奖金 专业培训 出国机会 弹性工作 定期体检   \n",
       "21  2021-05-20 14:31:37                 周末双休 带薪年假 五险一金 交通补贴 弹性工作 专业培训 节日福利   \n",
       "22  2021-05-20 14:30:53                      五险一金 员工旅游 交通补贴 年终奖金 定期体检 免费班车   \n",
       "23  2021-05-20 14:16:36   五险一金 绩效奖金 全勤奖 节日福利 年终奖金 通讯补贴 交通补贴 带薪年假 上岗培训 专业培训   \n",
       "24  2021-05-20 14:10:57             五险一金 带薪年假 高温补贴 交通补贴 节日福利 全勤奖 绩效奖金 培训拓展   \n",
       "25  2021-05-20 13:10:09                                五险一金 绩效奖金 年终奖金 定期体检   \n",
       "26  2021-05-20 13:10:06  五险一金 补充医疗保险 免费班车 餐饮补贴 年终奖金 定期体检 专业培训 节日福利 带薪年假...   \n",
       "27  2021-05-20 11:57:09  五险一金 专业培训 绩效奖金 年终奖金 定期体检 周末双休 节日福利 带薪年假 商业保险 团建活动   \n",
       "28  2021-05-20 11:51:58                      五险一金 专业培训 定期体检 绩效奖金 餐饮补贴 交通补贴   \n",
       "29  2021-05-20 11:39:26                         五险一金 补充医疗保险 年终奖金 股票期权 定期体检   \n",
       "30  2021-05-20 11:32:42                 五险一金 餐饮补贴 绩效奖金 年终奖金 节日福利 高温补贴 带薪年假   \n",
       "31  2021-05-20 11:31:42                                                      \n",
       "32  2021-05-20 11:10:22                      五险一金 绩效奖金 节日福利 交通补贴 餐饮补贴 带薪年假   \n",
       "33  2021-05-20 11:06:55          补充医疗保险 五险一金 通讯补贴 交通补贴 餐饮补贴 弹性工作 绩效奖金 定期体检   \n",
       "34  2021-05-20 10:51:22   带薪年假 五险一金 高温补贴 节日福利 专业培训 包吃 免费班车 轮班津贴 商业医疗保险 十三薪   \n",
       "35  2021-05-20 10:46:56                                                      \n",
       "36  2021-05-20 10:41:24                                          专业培训 转正机会   \n",
       "37  2021-05-20 10:32:39                           绩效奖金 专业培训 弹性工作 带薪年假 五险一金   \n",
       "38  2021-05-20 10:22:59               五险一金 交通补贴 餐饮补贴 绩效奖金 年终奖金 定期体检 补充医疗保险   \n",
       "39  2021-05-20 10:13:23                                五险一金 年终奖金 绩效奖金 弹性工作   \n",
       "40  2021-05-20 10:02:30     五险一金 专业培训 补充医疗保险 免费班车 餐饮补贴 年终奖金 定期体检 年终双薪 节日福利   \n",
       "41  2021-05-20 09:24:17               周末双休 带薪年假 五险一金 加班补贴 高温补贴 员工商业保险 定期体检   \n",
       "42  2021-05-20 09:23:07                                                      \n",
       "43  2021-05-20 09:18:38                         五险一金 补充医疗保险 餐饮补贴 绩效奖金 定期体检   \n",
       "44  2021-05-20 09:08:19                                                      \n",
       "45  2021-05-20 09:07:59  五险一金 补充医疗保险 员工旅游 通讯补贴 出国机会 年终奖金 定期体检 专业培训 弹性工作...   \n",
       "46  2021-05-20 09:06:01                    年终奖金 五险一金 补充医疗保险 专业培训 通讯补贴 免费班车   \n",
       "47  2021-05-20 08:49:38            五险一金 免费班车 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 定期体检   \n",
       "48  2021-05-20 08:45:14                           五险一金 免费班车 员工旅游 定期体检 餐饮补贴   \n",
       "49  2021-05-20 19:40:06           上市公司 可转正实习 高薪实习 提供实习证明 团队氛围好 学习机会多 发展空间大   \n",
       "\n",
       "                           详细信息         公司规模                行业  \n",
       "0           [广州, 无需经验, 本科, 招2人]     10000人以上         互联网\\/电子商务  \n",
       "1         [广州, 5-7年经验, 本科, 招1人]   1000-5000人              网络游戏  \n",
       "2         [异地招聘, 2年经验, 本科, 招4人]     10000人以上            酒店\\/旅游  \n",
       "3       [广州-花都区, 1年经验, 中技, 招3人]     150-500人               房地产  \n",
       "4           [广州, 2年经验, 本科, 招1人]  5000-10000人               房地产  \n",
       "5   [广州-越秀区, 3-4年经验, 中专, 招100人]     10000人以上        交通\\/运输\\/物流  \n",
       "6     [广州-越秀区, 3-4年经验, 本科, 招1人]     10000人以上            批发\\/零售  \n",
       "7     [广州-番禺区, 3-4年经验, 本科, 招1人]   1000-5000人    家具\\/家电\\/玩具\\/礼品  \n",
       "8           [广州-越秀区, 2年经验, 招1人]     10000人以上         互联网\\/电子商务  \n",
       "9     [广州-天河区, 5-7年经验, 本科, 招5人]   1000-5000人               房地产  \n",
       "10          [广州, 2年经验, 大专, 招2人]     10000人以上  快速消费品(食品、饮料、化妆品)  \n",
       "11      [广州-海珠区, 2年经验, 高中, 招1人]   1000-5000人  快速消费品(食品、饮料、化妆品)  \n",
       "12      [广州-番禺区, 1年经验, 本科, 招1人]     150-500人           贸易\\/进出口  \n",
       "13   [广州-南沙区, 3-4年经验, 大专, 招若干人]    500-1000人   电子技术\\/半导体\\/集成电路  \n",
       "14    [广州-海珠区, 8-9年经验, 大专, 招1人]    500-1000人        服装\\/纺织\\/皮革  \n",
       "15     [异地招聘, 3-4年经验, 本科, 招20人]    500-1000人             计算机软件  \n",
       "16         [广州, 2年经验, 本科, 招若干人]     10000人以上         互联网\\/电子商务  \n",
       "17    [广州-天河区, 3-4年经验, 本科, 招1人]    500-1000人        医疗\\/护理\\/卫生  \n",
       "18     [广州-天河区, 无需经验, 大专, 招10人]     10000人以上              网络游戏  \n",
       "19      [广州-黄埔区, 1年经验, 大专, 招1人]   1000-5000人             检测，认证  \n",
       "20        [广州, 3-4年经验, 本科, 招8人]     10000人以上                保险  \n",
       "21       [广州, 3-4年经验, 大专, 招若干人]     10000人以上         互联网\\/电子商务  \n",
       "22      [广州-番禺区, 2年经验, 大专, 招1人]    500-1000人        机械\\/设备\\/重工  \n",
       "23      [广州-天河区, 无需经验, 大专, 招1人]   1000-5000人  快速消费品(食品、饮料、化妆品)  \n",
       "24       [异地招聘, 无需经验, 高中, 招若干人]  5000-10000人  快速消费品(食品、饮料、化妆品)  \n",
       "25        [广州, 3-4年经验, 本科, 招1人]     10000人以上             检测，认证  \n",
       "26     [广州-从化区, 2年经验, 中专, 招若干人]    500-1000人        机械\\/设备\\/重工  \n",
       "27      [广州-天河区, 1年经验, 大专, 招2人]    500-1000人         互联网\\/电子商务  \n",
       "28        [广州, 3-4年经验, 大专, 招1人]     10000人以上         互联网\\/电子商务  \n",
       "29       [异地招聘, 无需经验, 本科, 招若干人]     10000人以上     通信\\/电信运营、增值服务  \n",
       "30         [广州-黄埔区, 无需经验, 招若干人]     10000人以上         互联网\\/电子商务  \n",
       "31     [广州-花都区, 无需经验, 大专, 招20人]     10000人以上         互联网\\/电子商务  \n",
       "32        [异地招聘, 2年经验, 大专, 招1人]   1000-5000人  快速消费品(食品、饮料、化妆品)  \n",
       "33        [异地招聘, 1年经验, 高中, 招1人]    500-1000人            批发\\/零售  \n",
       "34      [广州, 1年经验, 初中及以下, 招若干人]     150-500人  快速消费品(食品、饮料、化妆品)  \n",
       "35       [广州, 3-4年经验, 本科, 招若干人]   1000-5000人  专业服务(咨询、人力资源、财会)  \n",
       "36          [广州, 2年经验, 本科, 招3人]     150-500人  专业服务(咨询、人力资源、财会)  \n",
       "37     [广州-天河区, 1年经验, 高中, 招若干人]  5000-10000人        金融\\/投资\\/证券  \n",
       "38    [广州-海珠区, 3-4年经验, 本科, 招2人]   1000-5000人        建筑\\/建材\\/工程  \n",
       "39     [广州-增城区, 1年经验, 大专, 招10人]     10000人以上     通信\\/电信运营、增值服务  \n",
       "40   [广州-黄埔区, 8-9年经验, 本科, 招若干人]  5000-10000人             检测，认证  \n",
       "41      [广州-天河区, 1年经验, 大专, 招1人]      50-150人        交通\\/运输\\/物流  \n",
       "42          [广州, 1年经验, 本科, 招5人]     10000人以上         互联网\\/电子商务  \n",
       "43   [广州-荔湾区, 3-4年经验, 大专, 招若干人]    500-1000人        交通\\/运输\\/物流  \n",
       "44        [广州, 3-4年经验, 本科, 招1人]     150-500人          医疗设备\\/器械  \n",
       "45   [广州-天河区, 3-4年经验, 本科, 招若干人]     150-500人               房地产  \n",
       "46    [广州-天河区, 3-4年经验, 本科, 招1人]  5000-10000人    石油\\/化工\\/矿产\\/地质  \n",
       "47        [广州, 5-7年经验, 大专, 招1人]   1000-5000人  快速消费品(食品、饮料、化妆品)  \n",
       "48      [广州-黄埔区, 1年经验, 本科, 招1人]    500-1000人        机械\\/设备\\/重工  \n",
       "49     [广州-海珠区, 无需经验, 高中, 招若干人]  5000-10000人                汽车  "
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_zheng = df.rename(columns={\"job_name\":\"职位\",\"workyear\":\"工作经验\",\"issuedate\":\"发布时间\",\"job_href\":\"职位链接\",\"job_title\":\"职位头衔\",\"company_href\":\"公司链接\",\"company_name\":\"公司名称\",\"providesalary_text\":\"薪资\",\"workarea_text\":\"工作地点\",\\\n",
    "                                          \"companyind_text\":\"行业\",  \"attribute_text\":\"详细信息\", \"companytype_text\":\"公司类型\",\"jobid\":\"职位代码\",\"jobwelf\":\"职位福利\",\"jobwelf_list\":\"职位福利\",\"jobwelf_list\":\"职位福利\",\"companysize_text\":\"公司规模\",})#将列名替换为指定值，将表格中的reg列开始读取\n",
    "df_zheng"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 以职位为首列进行排列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>职位代码</th>\n",
       "      <th>职位链接</th>\n",
       "      <th>公司链接</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>薪资</th>\n",
       "      <th>工作地点</th>\n",
       "      <th>公司类型</th>\n",
       "      <th>发布时间</th>\n",
       "      <th>职位福利</th>\n",
       "      <th>详细信息</th>\n",
       "      <th>公司规模</th>\n",
       "      <th>行业</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>职位</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>招聘专员（外包）</th>\n",
       "      <td>132092398</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132092398...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2758227.html</td>\n",
       "      <td>字节跳动</td>\n",
       "      <td>0.7-1.2万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>2021-05-20 20:30:14</td>\n",
       "      <td>下午茶 六险一金 团队氛围好 晋升空间大 扁平管理 用户过亿 大牛带队 免费三餐 弹性工作 ...</td>\n",
       "      <td>[广州, 无需经验, 本科, 招2人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>资深品牌</th>\n",
       "      <td>132092342</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132092342...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2522526.html</td>\n",
       "      <td>三七互娱</td>\n",
       "      <td>1.5-1.8万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 20:20:13</td>\n",
       "      <td>五险一金 员工旅游 交通补贴 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 定期体检 电脑补助</td>\n",
       "      <td>[广州, 5-7年经验, 本科, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>网络游戏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人事专员</th>\n",
       "      <td>132091796</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/hangzhou\\/132091796....</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co672253.html</td>\n",
       "      <td>华住酒店管理有限公司</td>\n",
       "      <td>5-6千\\/月</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 20:10:58</td>\n",
       "      <td></td>\n",
       "      <td>[异地招聘, 2年经验, 本科, 招4人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>酒店\\/旅游</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>物业弱电技工</th>\n",
       "      <td>125940332</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/12594...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2023161.html</td>\n",
       "      <td>广东保利置业有限公司</td>\n",
       "      <td>4.5-5千\\/月</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>国企</td>\n",
       "      <td>2021-05-20 19:08:09</td>\n",
       "      <td>带薪年假 五险一金 专业培训 高温补贴 餐饮补贴</td>\n",
       "      <td>[广州-花都区, 1年经验, 中技, 招3人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>房地产</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>爱家产品经理</th>\n",
       "      <td>132091077</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132091077...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co1609778.html</td>\n",
       "      <td>保利地产投资顾问有限公司</td>\n",
       "      <td>2-2.5万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>国企</td>\n",
       "      <td>2021-05-20 18:40:39</td>\n",
       "      <td>五险一金 餐饮补贴 绩效奖金 年终双薪 带薪年假 节日福利 定期体检 交通补贴</td>\n",
       "      <td>[广州, 2年经验, 本科, 招1人]</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>房地产</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>销售专员</th>\n",
       "      <td>132090765</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13209...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co5206803.html</td>\n",
       "      <td>跨越速运集团有限公司</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>2021-05-20 18:30:50</td>\n",
       "      <td></td>\n",
       "      <td>[广州-越秀区, 3-4年经验, 中专, 招100人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>交通\\/运输\\/物流</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(Senior) Finance Officer- Budget &amp;amp; Forecast</th>\n",
       "      <td>132086879</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13208...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co587406.html</td>\n",
       "      <td>屈臣氏个人用品商店有限公司</td>\n",
       "      <td>1-2万\\/月</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>外资（非欧美）</td>\n",
       "      <td>2021-05-20 17:20:04</td>\n",
       "      <td>周末双休 大平台 牛人多 氛围好 五险一金 补充医疗保险</td>\n",
       "      <td>[广州-越秀区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>批发\\/零售</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>空调软件开发工程师</th>\n",
       "      <td>132086628</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13208...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co3870446.html</td>\n",
       "      <td>广州松下空调器有限公司</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>外资（非欧美）</td>\n",
       "      <td>2021-05-20 17:11:57</td>\n",
       "      <td>五险一金 交通补贴 绩效奖金 餐饮补贴 免费班车 员工旅游 出国机会 定期体检 专业培训 年终奖金</td>\n",
       "      <td>[广州-番禺区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>家具\\/家电\\/玩具\\/礼品</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州获客BDM</th>\n",
       "      <td>132086437</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13208...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co4400526.html</td>\n",
       "      <td>美团</td>\n",
       "      <td>1.4-2万\\/月</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 17:11:14</td>\n",
       "      <td></td>\n",
       "      <td>[广州-越秀区, 2年经验, 招1人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>安全总监\\/项目安全负责人</th>\n",
       "      <td>132086010</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13208...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co5487324.html</td>\n",
       "      <td>中建国际投资（广东）有限公司</td>\n",
       "      <td>2-3万\\/月</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>国企</td>\n",
       "      <td>2021-05-20 17:02:44</td>\n",
       "      <td></td>\n",
       "      <td>[广州-天河区, 5-7年经验, 本科, 招5人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>房地产</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>储备区域经理</th>\n",
       "      <td>132085353</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132085353...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2521124.html</td>\n",
       "      <td>良品铺子股份有限公司</td>\n",
       "      <td>0.6-1万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 17:00:45</td>\n",
       "      <td>五险一金 绩效奖金 年终奖金 定期体检 带薪年假 节日福利 通讯补贴</td>\n",
       "      <td>[广州, 2年经验, 大专, 招2人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>可口可乐- 销售代表（广州-连锁便利店）</th>\n",
       "      <td>119381748</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/11938...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co3010.html</td>\n",
       "      <td>广东太古可口可乐有限公司</td>\n",
       "      <td>7-9千\\/月</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>合资</td>\n",
       "      <td>2021-05-20 17:00:43</td>\n",
       "      <td>五险一金 补充医疗保险 年终奖金 专业培训 带薪年假 绩效奖金 餐饮补贴 交通补贴 高温补贴</td>\n",
       "      <td>[广州-海珠区, 2年经验, 高中, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>采购专员（日语）</th>\n",
       "      <td>117445013</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11744...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co234501.html</td>\n",
       "      <td>松下电器全球采购（中国）有限公司</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>外资（非欧美）</td>\n",
       "      <td>2021-05-20 16:39:53</td>\n",
       "      <td>通讯补贴 补充公积金 员工旅游 绩效奖金 五险一金 定期体检 带薪年假</td>\n",
       "      <td>[广州-番禺区, 1年经验, 本科, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>贸易\\/进出口</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>project cost analyst</th>\n",
       "      <td>132081578</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-nsq\\/13208...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co1339600.html</td>\n",
       "      <td>广州安费诺诚信软性电路有限公司</td>\n",
       "      <td>1-1.8万\\/月</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 16:01:38</td>\n",
       "      <td>五险一金 免费班车 员工旅游 餐饮补贴 通讯补贴 年终奖金</td>\n",
       "      <td>[广州-南沙区, 3-4年经验, 大专, 招若干人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>电子技术\\/半导体\\/集成电路</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>店长 - 万国工厂店 ID-78420</th>\n",
       "      <td>131734232</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13173...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co274497.html</td>\n",
       "      <td>新百伦贸易（中国）有限公司</td>\n",
       "      <td>0.8-1万\\/月</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 15:54:20</td>\n",
       "      <td>五险一金 带薪年假 专业培训 节日福利 商业保险</td>\n",
       "      <td>[广州-海珠区, 8-9年经验, 大专, 招1人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>服装\\/纺织\\/皮革</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Java（Remote）</th>\n",
       "      <td>129331832</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shanghai-pdxq\\/12933...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2485502.html</td>\n",
       "      <td>普华永道信息技术（上海）有限公司</td>\n",
       "      <td>1.5-2.5万\\/月</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 15:51:06</td>\n",
       "      <td>五险一金 补充医疗保险 通讯补贴 弹性工作 出国机会</td>\n",
       "      <td>[异地招聘, 3-4年经验, 本科, 招20人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>智能信息事业群UC事业部-产品运营-广州</th>\n",
       "      <td>132079830</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132079830...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co1991749.html</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td></td>\n",
       "      <td>广州</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 15:33:38</td>\n",
       "      <td></td>\n",
       "      <td>[广州, 2年经验, 本科, 招若干人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>销售助理SA</th>\n",
       "      <td>132074439</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13207...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2580361.html</td>\n",
       "      <td>上海中智项目外包咨询服务有限公司（惠氏项目）</td>\n",
       "      <td>6.5-8千\\/月</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 15:26:02</td>\n",
       "      <td>五险一金 补充医疗保险 年终奖金 带薪年假 周末双休</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>医疗\\/护理\\/卫生</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>网电销售专员</th>\n",
       "      <td>132076799</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13207...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co3645991.html</td>\n",
       "      <td>网易集团</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 15:05:55</td>\n",
       "      <td>专业培训 餐饮补贴 免费班车 五险一金 年终奖金 绩效奖金</td>\n",
       "      <td>[广州-天河区, 无需经验, 大专, 招10人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>网络游戏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>北美零部件项目工程师</th>\n",
       "      <td>132074466</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13207...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co642218.html</td>\n",
       "      <td>SGS通标标准技术服务有限公司广州分公司</td>\n",
       "      <td>0.7-1万\\/月</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>合资</td>\n",
       "      <td>2021-05-20 14:59:37</td>\n",
       "      <td>专业培训 免费班车 五险一金 员工旅游 年终奖金 员工食堂 定期体检 带薪年假 高温补贴 节日福利</td>\n",
       "      <td>[广州-黄埔区, 1年经验, 大专, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>检测，认证</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>国企直招 理财规划师 4800底薪 双休</th>\n",
       "      <td>132055267</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132055267...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co4312938.html</td>\n",
       "      <td>中国太平洋保险集团金玉兰财富管理中心</td>\n",
       "      <td>10-15万\\/年</td>\n",
       "      <td>广州</td>\n",
       "      <td>国企</td>\n",
       "      <td>2021-05-20 14:44:02</td>\n",
       "      <td>五险一金 补充医疗保险 企业年金 绩效奖金 年终奖金 专业培训 出国机会 弹性工作 定期体检</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招8人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>保险</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广告销售经理</th>\n",
       "      <td>132075066</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132075066...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2381155.html</td>\n",
       "      <td>美团</td>\n",
       "      <td>0.8-1万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 14:31:37</td>\n",
       "      <td>周末双休 带薪年假 五险一金 交通补贴 弹性工作 专业培训 节日福利</td>\n",
       "      <td>[广州, 3-4年经验, 大专, 招若干人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>船务文员（五险一金+中期奖金+年终奖金+提供食宿）</th>\n",
       "      <td>130566941</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13056...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2786390.html</td>\n",
       "      <td>广东高壹工机有限公司</td>\n",
       "      <td>4.8-6.5千\\/月</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>外资（非欧美）</td>\n",
       "      <td>2021-05-20 14:30:53</td>\n",
       "      <td>五险一金 员工旅游 交通补贴 年终奖金 定期体检 免费班车</td>\n",
       "      <td>[广州-番禺区, 2年经验, 大专, 招1人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>机械\\/设备\\/重工</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KA销售代表（现代渠道）</th>\n",
       "      <td>124522804</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12452...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2975514.html</td>\n",
       "      <td>深圳百事可乐饮料有限公司</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 14:16:36</td>\n",
       "      <td>五险一金 绩效奖金 全勤奖 节日福利 年终奖金 通讯补贴 交通补贴 带薪年假 上岗培训 专业培训</td>\n",
       "      <td>[广州-天河区, 无需经验, 大专, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>高薪业务代表-三水-康师傅饮品</th>\n",
       "      <td>132072265</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan-ssq\\/13207226...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co639201.html</td>\n",
       "      <td>康师傅控股广州顶津食品有限公司</td>\n",
       "      <td>4-9千\\/月</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>外资（非欧美）</td>\n",
       "      <td>2021-05-20 14:10:57</td>\n",
       "      <td>五险一金 带薪年假 高温补贴 交通补贴 节日福利 全勤奖 绩效奖金 培训拓展</td>\n",
       "      <td>[异地招聘, 无需经验, 高中, 招若干人]</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sales_汽车功能安全</th>\n",
       "      <td>132071144</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132071144...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co110741.html</td>\n",
       "      <td>必维集团 CIF China</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 13:10:09</td>\n",
       "      <td>五险一金 绩效奖金 年终奖金 定期体检</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>检测，认证</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>设备维修工</th>\n",
       "      <td>129515761</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-chq\\/12951...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2970846.html</td>\n",
       "      <td>江森自控日立万宝压缩机（广州）有限公司</td>\n",
       "      <td>0.5-1万\\/月</td>\n",
       "      <td>广州-从化区</td>\n",
       "      <td>合资</td>\n",
       "      <td>2021-05-20 13:10:06</td>\n",
       "      <td>五险一金 补充医疗保险 免费班车 餐饮补贴 年终奖金 定期体检 专业培训 节日福利 带薪年假...</td>\n",
       "      <td>[广州-从化区, 2年经验, 中专, 招若干人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>机械\\/设备\\/重工</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人事专员（驻点贝壳找房）</th>\n",
       "      <td>125461210</td>\n",
       "      <td>https:\\/\\/51rz.51job.com\\/job.html?jobid=12546...</td>\n",
       "      <td>http:\\/\\/51rz.51job.com\\/job.html?jobid=548327...</td>\n",
       "      <td>“前程无忧”51job.com（广州）</td>\n",
       "      <td>5-7千\\/月</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>外资（非欧美）</td>\n",
       "      <td>2021-05-20 11:57:09</td>\n",
       "      <td>五险一金 专业培训 绩效奖金 年终奖金 定期体检 周末双休 节日福利 带薪年假 商业保险 团建活动</td>\n",
       "      <td>[广州-天河区, 1年经验, 大专, 招2人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>选址拓展经理</th>\n",
       "      <td>132069241</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132069241...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co5103426.html</td>\n",
       "      <td>美团</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 11:51:58</td>\n",
       "      <td>五险一金 专业培训 定期体检 绩效奖金 餐饮补贴 交通补贴</td>\n",
       "      <td>[广州, 3-4年经验, 大专, 招1人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>软件开发工程师</th>\n",
       "      <td>132067775</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-sshq\\/13206...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co154736.html</td>\n",
       "      <td>华为技术有限公司</td>\n",
       "      <td>1.3-3万\\/月</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>2021-05-20 11:39:26</td>\n",
       "      <td>五险一金 补充医疗保险 年终奖金 股票期权 定期体检</td>\n",
       "      <td>[异地招聘, 无需经验, 本科, 招若干人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>通信\\/电信运营、增值服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>仓管员岗</th>\n",
       "      <td>132066441</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13206...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co3846659.html</td>\n",
       "      <td>京东商城华南区域分公司</td>\n",
       "      <td>5-7千\\/月</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 11:32:42</td>\n",
       "      <td>五险一金 餐饮补贴 绩效奖金 年终奖金 节日福利 高温补贴 带薪年假</td>\n",
       "      <td>[广州-黄埔区, 无需经验, 招若干人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州运营安全员</th>\n",
       "      <td>132067607</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/13206...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2821227.html</td>\n",
       "      <td>滴滴</td>\n",
       "      <td>7-9千\\/月</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>2021-05-20 11:31:42</td>\n",
       "      <td></td>\n",
       "      <td>[广州-花都区, 无需经验, 大专, 招20人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>督导员</th>\n",
       "      <td>132065764</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/jiangmen\\/132065764....</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2198872.html</td>\n",
       "      <td>广东嘉士利食品集团有限公司</td>\n",
       "      <td>5-6千\\/月</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 11:10:22</td>\n",
       "      <td>五险一金 绩效奖金 节日福利 交通补贴 餐饮补贴 带薪年假</td>\n",
       "      <td>[异地招聘, 2年经验, 大专, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州西城都荟三叶草店员</th>\n",
       "      <td>131908983</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangdongsheng\\/1319...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2779923.html</td>\n",
       "      <td>阿迪达斯体育（中国）有限公司</td>\n",
       "      <td>4-6千\\/月</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 11:06:55</td>\n",
       "      <td>补充医疗保险 五险一金 通讯补贴 交通补贴 餐饮补贴 弹性工作 绩效奖金 定期体检</td>\n",
       "      <td>[异地招聘, 1年经验, 高中, 招1人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>批发\\/零售</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>操作工</th>\n",
       "      <td>132056011</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132056011...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co3390083.html</td>\n",
       "      <td>广州雀巢冷冻食品有限公司</td>\n",
       "      <td>4.5-6千\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 10:51:22</td>\n",
       "      <td>带薪年假 五险一金 高温补贴 节日福利 专业培训 包吃 免费班车 轮班津贴 商业医疗保险 十三薪</td>\n",
       "      <td>[广州, 1年经验, 初中及以下, 招若干人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Senior Officer\\/Officer-FCS-HR-Campus Recruitment-Guangzhou</th>\n",
       "      <td>132064601</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132064601...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co269327.html</td>\n",
       "      <td>PwC 普华永道</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 10:46:56</td>\n",
       "      <td></td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>专业服务(咨询、人力资源、财会)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人才发展与学习项目咨询顾问</th>\n",
       "      <td>130468446</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/130468446...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co1739836.html</td>\n",
       "      <td>美国管理协会（中国）-AMA China</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 10:41:24</td>\n",
       "      <td>专业培训 转正机会</td>\n",
       "      <td>[广州, 2年经验, 本科, 招3人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>专业服务(咨询、人力资源、财会)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>光大银行信用卡白金卡销售（天河Z）</th>\n",
       "      <td>132062744</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13206...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co5269667.html</td>\n",
       "      <td>中国光大银行股份有限公司广州分行</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>国企</td>\n",
       "      <td>2021-05-20 10:32:39</td>\n",
       "      <td>绩效奖金 专业培训 弹性工作 带薪年假 五险一金</td>\n",
       "      <td>[广州-天河区, 1年经验, 高中, 招若干人]</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>金融\\/投资\\/证券</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>市场拓展岗</th>\n",
       "      <td>132061838</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13206...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co4842555.html</td>\n",
       "      <td>中建三局绿色产业投资有限公司</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>国企</td>\n",
       "      <td>2021-05-20 10:22:59</td>\n",
       "      <td>五险一金 交通补贴 餐饮补贴 绩效奖金 年终奖金 定期体检 补充医疗保险</td>\n",
       "      <td>[广州-海珠区, 3-4年经验, 本科, 招2人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>建筑\\/建材\\/工程</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>小米店长-广东省就近安排工作地点</th>\n",
       "      <td>132061236</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-zcq\\/13206...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2449752.html</td>\n",
       "      <td>小米通讯技术有限公司</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>广州-增城区</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>2021-05-20 10:13:23</td>\n",
       "      <td>五险一金 年终奖金 绩效奖金 弹性工作</td>\n",
       "      <td>[广州-增城区, 1年经验, 大专, 招10人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>通信\\/电信运营、增值服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EMC技术主管\\/经理</th>\n",
       "      <td>132060142</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13206...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2528523.html</td>\n",
       "      <td>深圳天祥质量技术服务有限公司广州分公司（Intertek 天祥集团）</td>\n",
       "      <td>5-7千\\/月</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 10:02:30</td>\n",
       "      <td>五险一金 专业培训 补充医疗保险 免费班车 餐饮补贴 年终奖金 定期体检 年终双薪 节日福利</td>\n",
       "      <td>[广州-黄埔区, 8-9年经验, 本科, 招若干人]</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>检测，认证</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>空运客服</th>\n",
       "      <td>127476713</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12747...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co4980183.html</td>\n",
       "      <td>爱派克斯国际物流（深圳）有限公司</td>\n",
       "      <td>5-6千\\/月</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>外资（非欧美）</td>\n",
       "      <td>2021-05-20 09:24:17</td>\n",
       "      <td>周末双休 带薪年假 五险一金 加班补贴 高温补贴 员工商业保险 定期体检</td>\n",
       "      <td>[广州-天河区, 1年经验, 大专, 招1人]</td>\n",
       "      <td>50-150人</td>\n",
       "      <td>交通\\/运输\\/物流</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>微信小程序业务后台开发工程师</th>\n",
       "      <td>132054082</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132054082...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co123056.html</td>\n",
       "      <td>深圳市腾讯计算机系统有限公司</td>\n",
       "      <td>2-5万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>2021-05-20 09:23:07</td>\n",
       "      <td></td>\n",
       "      <td>[广州, 1年经验, 本科, 招5人]</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>海运销售</th>\n",
       "      <td>118819049</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-lwq\\/11881...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2204589.html</td>\n",
       "      <td>德威国际货运代理（上海）有限公司</td>\n",
       "      <td>5-7千\\/月</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>合资</td>\n",
       "      <td>2021-05-20 09:18:38</td>\n",
       "      <td>五险一金 补充医疗保险 餐饮补贴 绩效奖金 定期体检</td>\n",
       "      <td>[广州-荔湾区, 3-4年经验, 大专, 招若干人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>交通\\/运输\\/物流</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>设备工程师\\/自动化工程师</th>\n",
       "      <td>129653487</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/129653487...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2266664.html</td>\n",
       "      <td>费森尤斯卡比（广州）医疗用品有限公司</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 09:08:19</td>\n",
       "      <td></td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>医疗设备\\/器械</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Senior Marketing Officer-PR</th>\n",
       "      <td>131773283</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13177...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co196505.html</td>\n",
       "      <td>太古汇（广州）发展有限公司</td>\n",
       "      <td>12-17万\\/年</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>合资</td>\n",
       "      <td>2021-05-20 09:07:59</td>\n",
       "      <td>五险一金 补充医疗保险 员工旅游 通讯补贴 出国机会 年终奖金 定期体检 专业培训 弹性工作...</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>150-500人</td>\n",
       "      <td>房地产</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sr. Trade Marketing Specialist</th>\n",
       "      <td>129793764</td>\n",
       "      <td>http:\\/\\/career.akzonobel.51job.com\\/sc\\/show_...</td>\n",
       "      <td>http:\\/\\/career.akzonobel.51job.com</td>\n",
       "      <td>AkzoNobel 阿克苏诺贝尔 - Decorative Paints</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>外资（欧美）</td>\n",
       "      <td>2021-05-20 09:06:01</td>\n",
       "      <td>年终奖金 五险一金 补充医疗保险 专业培训 通讯补贴 免费班车</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>石油\\/化工\\/矿产\\/地质</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>行销推广经理</th>\n",
       "      <td>127475966</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/127475966...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co3389050.html</td>\n",
       "      <td>上海锐澳（RIO）酒业营销有限公司</td>\n",
       "      <td>1.2-1.5万\\/月</td>\n",
       "      <td>广州</td>\n",
       "      <td>民营公司</td>\n",
       "      <td>2021-05-20 08:49:38</td>\n",
       "      <td>五险一金 免费班车 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 定期体检</td>\n",
       "      <td>[广州, 5-7年经验, 大专, 招1人]</td>\n",
       "      <td>1000-5000人</td>\n",
       "      <td>快速消费品(食品、饮料、化妆品)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>型式试验工程师</th>\n",
       "      <td>94895903</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/94895...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co2633677.html</td>\n",
       "      <td>日立电梯电机（广州）有限公司</td>\n",
       "      <td>5-7千\\/月</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>合资</td>\n",
       "      <td>2021-05-20 08:45:14</td>\n",
       "      <td>五险一金 免费班车 员工旅游 定期体检 餐饮补贴</td>\n",
       "      <td>[广州-黄埔区, 1年经验, 本科, 招1人]</td>\n",
       "      <td>500-1000人</td>\n",
       "      <td>机械\\/设备\\/重工</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>道路服务专员（海珠区）</th>\n",
       "      <td>132091964</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13209...</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/all\\/co5987119.html</td>\n",
       "      <td>广州蔚来汽车销售服务有限公司</td>\n",
       "      <td>0.7-1万\\/月</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>上市公司</td>\n",
       "      <td>2021-05-20 19:40:06</td>\n",
       "      <td>上市公司 可转正实习 高薪实习 提供实习证明 团队氛围好 学习机会多 发展空间大</td>\n",
       "      <td>[广州-海珠区, 无需经验, 高中, 招若干人]</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>汽车</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                         职位代码  \\\n",
       "职位                                                              \n",
       "招聘专员（外包）                                            132092398   \n",
       "资深品牌                                                132092342   \n",
       "人事专员                                                132091796   \n",
       "物业弱电技工                                              125940332   \n",
       "爱家产品经理                                              132091077   \n",
       "销售专员                                                132090765   \n",
       "(Senior) Finance Officer- Budget &amp; Forecast     132086879   \n",
       "空调软件开发工程师                                           132086628   \n",
       "广州获客BDM                                             132086437   \n",
       "安全总监\\/项目安全负责人                                       132086010   \n",
       "储备区域经理                                              132085353   \n",
       "可口可乐- 销售代表（广州-连锁便利店）                                119381748   \n",
       "采购专员（日语）                                            117445013   \n",
       "project cost analyst                                132081578   \n",
       "店长 - 万国工厂店 ID-78420                                 131734232   \n",
       "Java（Remote）                                        129331832   \n",
       "智能信息事业群UC事业部-产品运营-广州                                132079830   \n",
       "销售助理SA                                              132074439   \n",
       "网电销售专员                                              132076799   \n",
       "北美零部件项目工程师                                          132074466   \n",
       "国企直招 理财规划师 4800底薪 双休                                132055267   \n",
       "广告销售经理                                              132075066   \n",
       "船务文员（五险一金+中期奖金+年终奖金+提供食宿）                           130566941   \n",
       "KA销售代表（现代渠道）                                        124522804   \n",
       "高薪业务代表-三水-康师傅饮品                                     132072265   \n",
       "Sales_汽车功能安全                                        132071144   \n",
       "设备维修工                                               129515761   \n",
       "人事专员（驻点贝壳找房）                                        125461210   \n",
       "选址拓展经理                                              132069241   \n",
       "软件开发工程师                                             132067775   \n",
       "仓管员岗                                                132066441   \n",
       "广州运营安全员                                             132067607   \n",
       "督导员                                                 132065764   \n",
       "广州西城都荟三叶草店员                                         131908983   \n",
       "操作工                                                 132056011   \n",
       "Senior Officer\\/Officer-FCS-HR-Campus Recruitme...  132064601   \n",
       "人才发展与学习项目咨询顾问                                       130468446   \n",
       "光大银行信用卡白金卡销售（天河Z）                                   132062744   \n",
       "市场拓展岗                                               132061838   \n",
       "小米店长-广东省就近安排工作地点                                    132061236   \n",
       "EMC技术主管\\/经理                                         132060142   \n",
       "空运客服                                                127476713   \n",
       "微信小程序业务后台开发工程师                                      132054082   \n",
       "海运销售                                                118819049   \n",
       "设备工程师\\/自动化工程师                                       129653487   \n",
       "Senior Marketing Officer-PR                         131773283   \n",
       "Sr. Trade Marketing Specialist                      129793764   \n",
       "行销推广经理                                              127475966   \n",
       "型式试验工程师                                              94895903   \n",
       "道路服务专员（海珠区）                                         132091964   \n",
       "\n",
       "                                                                                                 职位链接  \\\n",
       "职位                                                                                                      \n",
       "招聘专员（外包）                                            https:\\/\\/jobs.51job.com\\/guangzhou\\/132092398...   \n",
       "资深品牌                                                https:\\/\\/jobs.51job.com\\/guangzhou\\/132092342...   \n",
       "人事专员                                                https:\\/\\/jobs.51job.com\\/hangzhou\\/132091796....   \n",
       "物业弱电技工                                              https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/12594...   \n",
       "爱家产品经理                                              https:\\/\\/jobs.51job.com\\/guangzhou\\/132091077...   \n",
       "销售专员                                                https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13209...   \n",
       "(Senior) Finance Officer- Budget &amp; Forecast     https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13208...   \n",
       "空调软件开发工程师                                           https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13208...   \n",
       "广州获客BDM                                             https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13208...   \n",
       "安全总监\\/项目安全负责人                                       https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13208...   \n",
       "储备区域经理                                              https:\\/\\/jobs.51job.com\\/guangzhou\\/132085353...   \n",
       "可口可乐- 销售代表（广州-连锁便利店）                                https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/11938...   \n",
       "采购专员（日语）                                            https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11744...   \n",
       "project cost analyst                                https:\\/\\/jobs.51job.com\\/guangzhou-nsq\\/13208...   \n",
       "店长 - 万国工厂店 ID-78420                                 https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13173...   \n",
       "Java（Remote）                                        https:\\/\\/jobs.51job.com\\/shanghai-pdxq\\/12933...   \n",
       "智能信息事业群UC事业部-产品运营-广州                                https:\\/\\/jobs.51job.com\\/guangzhou\\/132079830...   \n",
       "销售助理SA                                              https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13207...   \n",
       "网电销售专员                                              https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13207...   \n",
       "北美零部件项目工程师                                          https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13207...   \n",
       "国企直招 理财规划师 4800底薪 双休                                https:\\/\\/jobs.51job.com\\/guangzhou\\/132055267...   \n",
       "广告销售经理                                              https:\\/\\/jobs.51job.com\\/guangzhou\\/132075066...   \n",
       "船务文员（五险一金+中期奖金+年终奖金+提供食宿）                           https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13056...   \n",
       "KA销售代表（现代渠道）                                        https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12452...   \n",
       "高薪业务代表-三水-康师傅饮品                                     https:\\/\\/jobs.51job.com\\/foshan-ssq\\/13207226...   \n",
       "Sales_汽车功能安全                                        https:\\/\\/jobs.51job.com\\/guangzhou\\/132071144...   \n",
       "设备维修工                                               https:\\/\\/jobs.51job.com\\/guangzhou-chq\\/12951...   \n",
       "人事专员（驻点贝壳找房）                                        https:\\/\\/51rz.51job.com\\/job.html?jobid=12546...   \n",
       "选址拓展经理                                              https:\\/\\/jobs.51job.com\\/guangzhou\\/132069241...   \n",
       "软件开发工程师                                             https:\\/\\/jobs.51job.com\\/dongguan-sshq\\/13206...   \n",
       "仓管员岗                                                https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13206...   \n",
       "广州运营安全员                                             https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/13206...   \n",
       "督导员                                                 https:\\/\\/jobs.51job.com\\/jiangmen\\/132065764....   \n",
       "广州西城都荟三叶草店员                                         https:\\/\\/jobs.51job.com\\/guangdongsheng\\/1319...   \n",
       "操作工                                                 https:\\/\\/jobs.51job.com\\/guangzhou\\/132056011...   \n",
       "Senior Officer\\/Officer-FCS-HR-Campus Recruitme...  https:\\/\\/jobs.51job.com\\/guangzhou\\/132064601...   \n",
       "人才发展与学习项目咨询顾问                                       https:\\/\\/jobs.51job.com\\/guangzhou\\/130468446...   \n",
       "光大银行信用卡白金卡销售（天河Z）                                   https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13206...   \n",
       "市场拓展岗                                               https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13206...   \n",
       "小米店长-广东省就近安排工作地点                                    https:\\/\\/jobs.51job.com\\/guangzhou-zcq\\/13206...   \n",
       "EMC技术主管\\/经理                                         https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13206...   \n",
       "空运客服                                                https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12747...   \n",
       "微信小程序业务后台开发工程师                                      https:\\/\\/jobs.51job.com\\/guangzhou\\/132054082...   \n",
       "海运销售                                                https:\\/\\/jobs.51job.com\\/guangzhou-lwq\\/11881...   \n",
       "设备工程师\\/自动化工程师                                       https:\\/\\/jobs.51job.com\\/guangzhou\\/129653487...   \n",
       "Senior Marketing Officer-PR                         https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13177...   \n",
       "Sr. Trade Marketing Specialist                      http:\\/\\/career.akzonobel.51job.com\\/sc\\/show_...   \n",
       "行销推广经理                                              https:\\/\\/jobs.51job.com\\/guangzhou\\/127475966...   \n",
       "型式试验工程师                                             https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/94895...   \n",
       "道路服务专员（海珠区）                                         https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13209...   \n",
       "\n",
       "                                                                                                 公司链接  \\\n",
       "职位                                                                                                      \n",
       "招聘专员（外包）                                                https:\\/\\/jobs.51job.com\\/all\\/co2758227.html   \n",
       "资深品牌                                                    https:\\/\\/jobs.51job.com\\/all\\/co2522526.html   \n",
       "人事专员                                                     https:\\/\\/jobs.51job.com\\/all\\/co672253.html   \n",
       "物业弱电技工                                                  https:\\/\\/jobs.51job.com\\/all\\/co2023161.html   \n",
       "爱家产品经理                                                  https:\\/\\/jobs.51job.com\\/all\\/co1609778.html   \n",
       "销售专员                                                    https:\\/\\/jobs.51job.com\\/all\\/co5206803.html   \n",
       "(Senior) Finance Officer- Budget &amp; Forecast          https:\\/\\/jobs.51job.com\\/all\\/co587406.html   \n",
       "空调软件开发工程师                                               https:\\/\\/jobs.51job.com\\/all\\/co3870446.html   \n",
       "广州获客BDM                                                 https:\\/\\/jobs.51job.com\\/all\\/co4400526.html   \n",
       "安全总监\\/项目安全负责人                                           https:\\/\\/jobs.51job.com\\/all\\/co5487324.html   \n",
       "储备区域经理                                                  https:\\/\\/jobs.51job.com\\/all\\/co2521124.html   \n",
       "可口可乐- 销售代表（广州-连锁便利店）                                       https:\\/\\/jobs.51job.com\\/all\\/co3010.html   \n",
       "采购专员（日语）                                                 https:\\/\\/jobs.51job.com\\/all\\/co234501.html   \n",
       "project cost analyst                                    https:\\/\\/jobs.51job.com\\/all\\/co1339600.html   \n",
       "店长 - 万国工厂店 ID-78420                                      https:\\/\\/jobs.51job.com\\/all\\/co274497.html   \n",
       "Java（Remote）                                            https:\\/\\/jobs.51job.com\\/all\\/co2485502.html   \n",
       "智能信息事业群UC事业部-产品运营-广州                                    https:\\/\\/jobs.51job.com\\/all\\/co1991749.html   \n",
       "销售助理SA                                                  https:\\/\\/jobs.51job.com\\/all\\/co2580361.html   \n",
       "网电销售专员                                                  https:\\/\\/jobs.51job.com\\/all\\/co3645991.html   \n",
       "北美零部件项目工程师                                               https:\\/\\/jobs.51job.com\\/all\\/co642218.html   \n",
       "国企直招 理财规划师 4800底薪 双休                                    https:\\/\\/jobs.51job.com\\/all\\/co4312938.html   \n",
       "广告销售经理                                                  https:\\/\\/jobs.51job.com\\/all\\/co2381155.html   \n",
       "船务文员（五险一金+中期奖金+年终奖金+提供食宿）                               https:\\/\\/jobs.51job.com\\/all\\/co2786390.html   \n",
       "KA销售代表（现代渠道）                                            https:\\/\\/jobs.51job.com\\/all\\/co2975514.html   \n",
       "高薪业务代表-三水-康师傅饮品                                          https:\\/\\/jobs.51job.com\\/all\\/co639201.html   \n",
       "Sales_汽车功能安全                                             https:\\/\\/jobs.51job.com\\/all\\/co110741.html   \n",
       "设备维修工                                                   https:\\/\\/jobs.51job.com\\/all\\/co2970846.html   \n",
       "人事专员（驻点贝壳找房）                                        http:\\/\\/51rz.51job.com\\/job.html?jobid=548327...   \n",
       "选址拓展经理                                                  https:\\/\\/jobs.51job.com\\/all\\/co5103426.html   \n",
       "软件开发工程师                                                  https:\\/\\/jobs.51job.com\\/all\\/co154736.html   \n",
       "仓管员岗                                                    https:\\/\\/jobs.51job.com\\/all\\/co3846659.html   \n",
       "广州运营安全员                                                 https:\\/\\/jobs.51job.com\\/all\\/co2821227.html   \n",
       "督导员                                                     https:\\/\\/jobs.51job.com\\/all\\/co2198872.html   \n",
       "广州西城都荟三叶草店员                                             https:\\/\\/jobs.51job.com\\/all\\/co2779923.html   \n",
       "操作工                                                     https:\\/\\/jobs.51job.com\\/all\\/co3390083.html   \n",
       "Senior Officer\\/Officer-FCS-HR-Campus Recruitme...       https:\\/\\/jobs.51job.com\\/all\\/co269327.html   \n",
       "人才发展与学习项目咨询顾问                                           https:\\/\\/jobs.51job.com\\/all\\/co1739836.html   \n",
       "光大银行信用卡白金卡销售（天河Z）                                       https:\\/\\/jobs.51job.com\\/all\\/co5269667.html   \n",
       "市场拓展岗                                                   https:\\/\\/jobs.51job.com\\/all\\/co4842555.html   \n",
       "小米店长-广东省就近安排工作地点                                        https:\\/\\/jobs.51job.com\\/all\\/co2449752.html   \n",
       "EMC技术主管\\/经理                                             https:\\/\\/jobs.51job.com\\/all\\/co2528523.html   \n",
       "空运客服                                                    https:\\/\\/jobs.51job.com\\/all\\/co4980183.html   \n",
       "微信小程序业务后台开发工程师                                           https:\\/\\/jobs.51job.com\\/all\\/co123056.html   \n",
       "海运销售                                                    https:\\/\\/jobs.51job.com\\/all\\/co2204589.html   \n",
       "设备工程师\\/自动化工程师                                           https:\\/\\/jobs.51job.com\\/all\\/co2266664.html   \n",
       "Senior Marketing Officer-PR                              https:\\/\\/jobs.51job.com\\/all\\/co196505.html   \n",
       "Sr. Trade Marketing Specialist                                    http:\\/\\/career.akzonobel.51job.com   \n",
       "行销推广经理                                                  https:\\/\\/jobs.51job.com\\/all\\/co3389050.html   \n",
       "型式试验工程师                                                 https:\\/\\/jobs.51job.com\\/all\\/co2633677.html   \n",
       "道路服务专员（海珠区）                                             https:\\/\\/jobs.51job.com\\/all\\/co5987119.html   \n",
       "\n",
       "                                                                                    公司名称  \\\n",
       "职位                                                                                         \n",
       "招聘专员（外包）                                                                            字节跳动   \n",
       "资深品牌                                                                                三七互娱   \n",
       "人事专员                                                                          华住酒店管理有限公司   \n",
       "物业弱电技工                                                                        广东保利置业有限公司   \n",
       "爱家产品经理                                                                      保利地产投资顾问有限公司   \n",
       "销售专员                                                                          跨越速运集团有限公司   \n",
       "(Senior) Finance Officer- Budget &amp; Forecast                            屈臣氏个人用品商店有限公司   \n",
       "空调软件开发工程师                                                                    广州松下空调器有限公司   \n",
       "广州获客BDM                                                                               美团   \n",
       "安全总监\\/项目安全负责人                                                             中建国际投资（广东）有限公司   \n",
       "储备区域经理                                                                        良品铺子股份有限公司   \n",
       "可口可乐- 销售代表（广州-连锁便利店）                                                        广东太古可口可乐有限公司   \n",
       "采购专员（日语）                                                                松下电器全球采购（中国）有限公司   \n",
       "project cost analyst                                                     广州安费诺诚信软性电路有限公司   \n",
       "店长 - 万国工厂店 ID-78420                                                        新百伦贸易（中国）有限公司   \n",
       "Java（Remote）                                                            普华永道信息技术（上海）有限公司   \n",
       "智能信息事业群UC事业部-产品运营-广州                                                              阿里巴巴集团   \n",
       "销售助理SA                                                            上海中智项目外包咨询服务有限公司（惠氏项目）   \n",
       "网电销售专员                                                                              网易集团   \n",
       "北美零部件项目工程师                                                          SGS通标标准技术服务有限公司广州分公司   \n",
       "国企直招 理财规划师 4800底薪 双休                                                  中国太平洋保险集团金玉兰财富管理中心   \n",
       "广告销售经理                                                                                美团   \n",
       "船务文员（五险一金+中期奖金+年终奖金+提供食宿）                                                     广东高壹工机有限公司   \n",
       "KA销售代表（现代渠道）                                                                深圳百事可乐饮料有限公司   \n",
       "高薪业务代表-三水-康师傅饮品                                                          康师傅控股广州顶津食品有限公司   \n",
       "Sales_汽车功能安全                                                              必维集团 CIF China   \n",
       "设备维修工                                                                江森自控日立万宝压缩机（广州）有限公司   \n",
       "人事专员（驻点贝壳找房）                                                         “前程无忧”51job.com（广州）   \n",
       "选址拓展经理                                                                                美团   \n",
       "软件开发工程师                                                                         华为技术有限公司   \n",
       "仓管员岗                                                                         京东商城华南区域分公司   \n",
       "广州运营安全员                                                                               滴滴   \n",
       "督导员                                                                        广东嘉士利食品集团有限公司   \n",
       "广州西城都荟三叶草店员                                                               阿迪达斯体育（中国）有限公司   \n",
       "操作工                                                                         广州雀巢冷冻食品有限公司   \n",
       "Senior Officer\\/Officer-FCS-HR-Campus Recruitme...                              PwC 普华永道   \n",
       "人才发展与学习项目咨询顾问                                                       美国管理协会（中国）-AMA China   \n",
       "光大银行信用卡白金卡销售（天河Z）                                                       中国光大银行股份有限公司广州分行   \n",
       "市场拓展岗                                                                     中建三局绿色产业投资有限公司   \n",
       "小米店长-广东省就近安排工作地点                                                              小米通讯技术有限公司   \n",
       "EMC技术主管\\/经理                                           深圳天祥质量技术服务有限公司广州分公司（Intertek 天祥集团）   \n",
       "空运客服                                                                    爱派克斯国际物流（深圳）有限公司   \n",
       "微信小程序业务后台开发工程师                                                            深圳市腾讯计算机系统有限公司   \n",
       "海运销售                                                                    德威国际货运代理（上海）有限公司   \n",
       "设备工程师\\/自动化工程师                                                         费森尤斯卡比（广州）医疗用品有限公司   \n",
       "Senior Marketing Officer-PR                                                太古汇（广州）发展有限公司   \n",
       "Sr. Trade Marketing Specialist                      AkzoNobel 阿克苏诺贝尔 - Decorative Paints   \n",
       "行销推广经理                                                                 上海锐澳（RIO）酒业营销有限公司   \n",
       "型式试验工程师                                                                   日立电梯电机（广州）有限公司   \n",
       "道路服务专员（海珠区）                                                               广州蔚来汽车销售服务有限公司   \n",
       "\n",
       "                                                             薪资    工作地点  \\\n",
       "职位                                                                        \n",
       "招聘专员（外包）                                            0.7-1.2万\\/月      广州   \n",
       "资深品牌                                                1.5-1.8万\\/月      广州   \n",
       "人事专员                                                    5-6千\\/月    异地招聘   \n",
       "物业弱电技工                                                4.5-5千\\/月  广州-花都区   \n",
       "爱家产品经理                                                2-2.5万\\/月      广州   \n",
       "销售专员                                                    6-8千\\/月  广州-越秀区   \n",
       "(Senior) Finance Officer- Budget &amp; Forecast         1-2万\\/月  广州-越秀区   \n",
       "空调软件开发工程师                                               6-8千\\/月  广州-番禺区   \n",
       "广州获客BDM                                               1.4-2万\\/月  广州-越秀区   \n",
       "安全总监\\/项目安全负责人                                           2-3万\\/月  广州-天河区   \n",
       "储备区域经理                                                0.6-1万\\/月      广州   \n",
       "可口可乐- 销售代表（广州-连锁便利店）                                    7-9千\\/月  广州-海珠区   \n",
       "采购专员（日语）                                                6-8千\\/月  广州-番禺区   \n",
       "project cost analyst                                  1-1.8万\\/月  广州-南沙区   \n",
       "店长 - 万国工厂店 ID-78420                                   0.8-1万\\/月  广州-海珠区   \n",
       "Java（Remote）                                        1.5-2.5万\\/月    异地招聘   \n",
       "智能信息事业群UC事业部-产品运营-广州                                                 广州   \n",
       "销售助理SA                                                6.5-8千\\/月  广州-天河区   \n",
       "网电销售专员                                                  6-8千\\/月  广州-天河区   \n",
       "北美零部件项目工程师                                            0.7-1万\\/月  广州-黄埔区   \n",
       "国企直招 理财规划师 4800底薪 双休                                  10-15万\\/年      广州   \n",
       "广告销售经理                                                0.8-1万\\/月      广州   \n",
       "船务文员（五险一金+中期奖金+年终奖金+提供食宿）                           4.8-6.5千\\/月  广州-番禺区   \n",
       "KA销售代表（现代渠道）                                            6-8千\\/月  广州-天河区   \n",
       "高薪业务代表-三水-康师傅饮品                                         4-9千\\/月    异地招聘   \n",
       "Sales_汽车功能安全                                          1-1.5万\\/月      广州   \n",
       "设备维修工                                                 0.5-1万\\/月  广州-从化区   \n",
       "人事专员（驻点贝壳找房）                                            5-7千\\/月  广州-天河区   \n",
       "选址拓展经理                                                1.5-2万\\/月      广州   \n",
       "软件开发工程师                                               1.3-3万\\/月    异地招聘   \n",
       "仓管员岗                                                    5-7千\\/月  广州-黄埔区   \n",
       "广州运营安全员                                                 7-9千\\/月  广州-花都区   \n",
       "督导员                                                     5-6千\\/月    异地招聘   \n",
       "广州西城都荟三叶草店员                                             4-6千\\/月    异地招聘   \n",
       "操作工                                                   4.5-6千\\/月      广州   \n",
       "Senior Officer\\/Officer-FCS-HR-Campus Recruitme...    1.5-2万\\/月      广州   \n",
       "人才发展与学习项目咨询顾问                                         1-1.5万\\/月      广州   \n",
       "光大银行信用卡白金卡销售（天河Z）                                     1.5-2万\\/月  广州-天河区   \n",
       "市场拓展岗                                                 1-1.5万\\/月  广州-海珠区   \n",
       "小米店长-广东省就近安排工作地点                                        6-8千\\/月  广州-增城区   \n",
       "EMC技术主管\\/经理                                             5-7千\\/月  广州-黄埔区   \n",
       "空运客服                                                    5-6千\\/月  广州-天河区   \n",
       "微信小程序业务后台开发工程师                                          2-5万\\/月      广州   \n",
       "海运销售                                                    5-7千\\/月  广州-荔湾区   \n",
       "设备工程师\\/自动化工程师                                         1-1.5万\\/月      广州   \n",
       "Senior Marketing Officer-PR                           12-17万\\/年  广州-天河区   \n",
       "Sr. Trade Marketing Specialist                        1-1.5万\\/月  广州-天河区   \n",
       "行销推广经理                                              1.2-1.5万\\/月      广州   \n",
       "型式试验工程师                                                 5-7千\\/月  广州-黄埔区   \n",
       "道路服务专员（海珠区）                                           0.7-1万\\/月  广州-海珠区   \n",
       "\n",
       "                                                       公司类型  \\\n",
       "职位                                                            \n",
       "招聘专员（外包）                                               民营公司   \n",
       "资深品牌                                                   上市公司   \n",
       "人事专员                                                   上市公司   \n",
       "物业弱电技工                                                   国企   \n",
       "爱家产品经理                                                   国企   \n",
       "销售专员                                                   民营公司   \n",
       "(Senior) Finance Officer- Budget &amp; Forecast     外资（非欧美）   \n",
       "空调软件开发工程师                                           外资（非欧美）   \n",
       "广州获客BDM                                                上市公司   \n",
       "安全总监\\/项目安全负责人                                            国企   \n",
       "储备区域经理                                                 上市公司   \n",
       "可口可乐- 销售代表（广州-连锁便利店）                                     合资   \n",
       "采购专员（日语）                                            外资（非欧美）   \n",
       "project cost analyst                                 外资（欧美）   \n",
       "店长 - 万国工厂店 ID-78420                                  外资（欧美）   \n",
       "Java（Remote）                                         外资（欧美）   \n",
       "智能信息事业群UC事业部-产品运营-广州                                   上市公司   \n",
       "销售助理SA                                               外资（欧美）   \n",
       "网电销售专员                                                 上市公司   \n",
       "北美零部件项目工程师                                               合资   \n",
       "国企直招 理财规划师 4800底薪 双休                                     国企   \n",
       "广告销售经理                                                 上市公司   \n",
       "船务文员（五险一金+中期奖金+年终奖金+提供食宿）                           外资（非欧美）   \n",
       "KA销售代表（现代渠道）                                         外资（欧美）   \n",
       "高薪业务代表-三水-康师傅饮品                                     外资（非欧美）   \n",
       "Sales_汽车功能安全                                         外资（欧美）   \n",
       "设备维修工                                                    合资   \n",
       "人事专员（驻点贝壳找房）                                        外资（非欧美）   \n",
       "选址拓展经理                                                 上市公司   \n",
       "软件开发工程师                                                民营公司   \n",
       "仓管员岗                                                   上市公司   \n",
       "广州运营安全员                                                民营公司   \n",
       "督导员                                                    上市公司   \n",
       "广州西城都荟三叶草店员                                          外资（欧美）   \n",
       "操作工                                                  外资（欧美）   \n",
       "Senior Officer\\/Officer-FCS-HR-Campus Recruitme...   外资（欧美）   \n",
       "人才发展与学习项目咨询顾问                                        外资（欧美）   \n",
       "光大银行信用卡白金卡销售（天河Z）                                        国企   \n",
       "市场拓展岗                                                    国企   \n",
       "小米店长-广东省就近安排工作地点                                       民营公司   \n",
       "EMC技术主管\\/经理                                          外资（欧美）   \n",
       "空运客服                                                外资（非欧美）   \n",
       "微信小程序业务后台开发工程师                                         民营公司   \n",
       "海运销售                                                     合资   \n",
       "设备工程师\\/自动化工程师                                        外资（欧美）   \n",
       "Senior Marketing Officer-PR                              合资   \n",
       "Sr. Trade Marketing Specialist                       外资（欧美）   \n",
       "行销推广经理                                                 民营公司   \n",
       "型式试验工程师                                                  合资   \n",
       "道路服务专员（海珠区）                                            上市公司   \n",
       "\n",
       "                                                                   发布时间  \\\n",
       "职位                                                                        \n",
       "招聘专员（外包）                                            2021-05-20 20:30:14   \n",
       "资深品牌                                                2021-05-20 20:20:13   \n",
       "人事专员                                                2021-05-20 20:10:58   \n",
       "物业弱电技工                                              2021-05-20 19:08:09   \n",
       "爱家产品经理                                              2021-05-20 18:40:39   \n",
       "销售专员                                                2021-05-20 18:30:50   \n",
       "(Senior) Finance Officer- Budget &amp; Forecast     2021-05-20 17:20:04   \n",
       "空调软件开发工程师                                           2021-05-20 17:11:57   \n",
       "广州获客BDM                                             2021-05-20 17:11:14   \n",
       "安全总监\\/项目安全负责人                                       2021-05-20 17:02:44   \n",
       "储备区域经理                                              2021-05-20 17:00:45   \n",
       "可口可乐- 销售代表（广州-连锁便利店）                                2021-05-20 17:00:43   \n",
       "采购专员（日语）                                            2021-05-20 16:39:53   \n",
       "project cost analyst                                2021-05-20 16:01:38   \n",
       "店长 - 万国工厂店 ID-78420                                 2021-05-20 15:54:20   \n",
       "Java（Remote）                                        2021-05-20 15:51:06   \n",
       "智能信息事业群UC事业部-产品运营-广州                                2021-05-20 15:33:38   \n",
       "销售助理SA                                              2021-05-20 15:26:02   \n",
       "网电销售专员                                              2021-05-20 15:05:55   \n",
       "北美零部件项目工程师                                          2021-05-20 14:59:37   \n",
       "国企直招 理财规划师 4800底薪 双休                                2021-05-20 14:44:02   \n",
       "广告销售经理                                              2021-05-20 14:31:37   \n",
       "船务文员（五险一金+中期奖金+年终奖金+提供食宿）                           2021-05-20 14:30:53   \n",
       "KA销售代表（现代渠道）                                        2021-05-20 14:16:36   \n",
       "高薪业务代表-三水-康师傅饮品                                     2021-05-20 14:10:57   \n",
       "Sales_汽车功能安全                                        2021-05-20 13:10:09   \n",
       "设备维修工                                               2021-05-20 13:10:06   \n",
       "人事专员（驻点贝壳找房）                                        2021-05-20 11:57:09   \n",
       "选址拓展经理                                              2021-05-20 11:51:58   \n",
       "软件开发工程师                                             2021-05-20 11:39:26   \n",
       "仓管员岗                                                2021-05-20 11:32:42   \n",
       "广州运营安全员                                             2021-05-20 11:31:42   \n",
       "督导员                                                 2021-05-20 11:10:22   \n",
       "广州西城都荟三叶草店员                                         2021-05-20 11:06:55   \n",
       "操作工                                                 2021-05-20 10:51:22   \n",
       "Senior Officer\\/Officer-FCS-HR-Campus Recruitme...  2021-05-20 10:46:56   \n",
       "人才发展与学习项目咨询顾问                                       2021-05-20 10:41:24   \n",
       "光大银行信用卡白金卡销售（天河Z）                                   2021-05-20 10:32:39   \n",
       "市场拓展岗                                               2021-05-20 10:22:59   \n",
       "小米店长-广东省就近安排工作地点                                    2021-05-20 10:13:23   \n",
       "EMC技术主管\\/经理                                         2021-05-20 10:02:30   \n",
       "空运客服                                                2021-05-20 09:24:17   \n",
       "微信小程序业务后台开发工程师                                      2021-05-20 09:23:07   \n",
       "海运销售                                                2021-05-20 09:18:38   \n",
       "设备工程师\\/自动化工程师                                       2021-05-20 09:08:19   \n",
       "Senior Marketing Officer-PR                         2021-05-20 09:07:59   \n",
       "Sr. Trade Marketing Specialist                      2021-05-20 09:06:01   \n",
       "行销推广经理                                              2021-05-20 08:49:38   \n",
       "型式试验工程师                                             2021-05-20 08:45:14   \n",
       "道路服务专员（海珠区）                                         2021-05-20 19:40:06   \n",
       "\n",
       "                                                                                                 职位福利  \\\n",
       "职位                                                                                                      \n",
       "招聘专员（外包）                                            下午茶 六险一金 团队氛围好 晋升空间大 扁平管理 用户过亿 大牛带队 免费三餐 弹性工作 ...   \n",
       "资深品牌                                                五险一金 员工旅游 交通补贴 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 定期体检 电脑补助   \n",
       "人事专员                                                                                                    \n",
       "物业弱电技工                                                                       带薪年假 五险一金 专业培训 高温补贴 餐饮补贴   \n",
       "爱家产品经理                                                        五险一金 餐饮补贴 绩效奖金 年终双薪 带薪年假 节日福利 定期体检 交通补贴   \n",
       "销售专员                                                                                                    \n",
       "(Senior) Finance Officer- Budget &amp; Forecast                          周末双休 大平台 牛人多 氛围好 五险一金 补充医疗保险   \n",
       "空调软件开发工程师                                           五险一金 交通补贴 绩效奖金 餐饮补贴 免费班车 员工旅游 出国机会 定期体检 专业培训 年终奖金   \n",
       "广州获客BDM                                                                                                 \n",
       "安全总监\\/项目安全负责人                                                                                           \n",
       "储备区域经理                                                             五险一金 绩效奖金 年终奖金 定期体检 带薪年假 节日福利 通讯补贴   \n",
       "可口可乐- 销售代表（广州-连锁便利店）                                   五险一金 补充医疗保险 年终奖金 专业培训 带薪年假 绩效奖金 餐饮补贴 交通补贴 高温补贴   \n",
       "采购专员（日语）                                                          通讯补贴 补充公积金 员工旅游 绩效奖金 五险一金 定期体检 带薪年假   \n",
       "project cost analyst                                                    五险一金 免费班车 员工旅游 餐饮补贴 通讯补贴 年终奖金   \n",
       "店长 - 万国工厂店 ID-78420                                                          五险一金 带薪年假 专业培训 节日福利 商业保险   \n",
       "Java（Remote）                                                               五险一金 补充医疗保险 通讯补贴 弹性工作 出国机会   \n",
       "智能信息事业群UC事业部-产品运营-广州                                                                                    \n",
       "销售助理SA                                                                     五险一金 补充医疗保险 年终奖金 带薪年假 周末双休   \n",
       "网电销售专员                                                                  专业培训 餐饮补贴 免费班车 五险一金 年终奖金 绩效奖金   \n",
       "北美零部件项目工程师                                          专业培训 免费班车 五险一金 员工旅游 年终奖金 员工食堂 定期体检 带薪年假 高温补贴 节日福利   \n",
       "国企直招 理财规划师 4800底薪 双休                                   五险一金 补充医疗保险 企业年金 绩效奖金 年终奖金 专业培训 出国机会 弹性工作 定期体检   \n",
       "广告销售经理                                                             周末双休 带薪年假 五险一金 交通补贴 弹性工作 专业培训 节日福利   \n",
       "船务文员（五险一金+中期奖金+年终奖金+提供食宿）                                               五险一金 员工旅游 交通补贴 年终奖金 定期体检 免费班车   \n",
       "KA销售代表（现代渠道）                                         五险一金 绩效奖金 全勤奖 节日福利 年终奖金 通讯补贴 交通补贴 带薪年假 上岗培训 专业培训   \n",
       "高薪业务代表-三水-康师傅饮品                                                五险一金 带薪年假 高温补贴 交通补贴 节日福利 全勤奖 绩效奖金 培训拓展   \n",
       "Sales_汽车功能安全                                                                      五险一金 绩效奖金 年终奖金 定期体检   \n",
       "设备维修工                                               五险一金 补充医疗保险 免费班车 餐饮补贴 年终奖金 定期体检 专业培训 节日福利 带薪年假...   \n",
       "人事专员（驻点贝壳找房）                                        五险一金 专业培训 绩效奖金 年终奖金 定期体检 周末双休 节日福利 带薪年假 商业保险 团建活动   \n",
       "选址拓展经理                                                                  五险一金 专业培训 定期体检 绩效奖金 餐饮补贴 交通补贴   \n",
       "软件开发工程师                                                                    五险一金 补充医疗保险 年终奖金 股票期权 定期体检   \n",
       "仓管员岗                                                               五险一金 餐饮补贴 绩效奖金 年终奖金 节日福利 高温补贴 带薪年假   \n",
       "广州运营安全员                                                                                                 \n",
       "督导员                                                                     五险一金 绩效奖金 节日福利 交通补贴 餐饮补贴 带薪年假   \n",
       "广州西城都荟三叶草店员                                                 补充医疗保险 五险一金 通讯补贴 交通补贴 餐饮补贴 弹性工作 绩效奖金 定期体检   \n",
       "操作工                                                  带薪年假 五险一金 高温补贴 节日福利 专业培训 包吃 免费班车 轮班津贴 商业医疗保险 十三薪   \n",
       "Senior Officer\\/Officer-FCS-HR-Campus Recruitme...                                                      \n",
       "人才发展与学习项目咨询顾问                                                                               专业培训 转正机会   \n",
       "光大银行信用卡白金卡销售（天河Z）                                                            绩效奖金 专业培训 弹性工作 带薪年假 五险一金   \n",
       "市场拓展岗                                                            五险一金 交通补贴 餐饮补贴 绩效奖金 年终奖金 定期体检 补充医疗保险   \n",
       "小米店长-广东省就近安排工作地点                                                                  五险一金 年终奖金 绩效奖金 弹性工作   \n",
       "EMC技术主管\\/经理                                            五险一金 专业培训 补充医疗保险 免费班车 餐饮补贴 年终奖金 定期体检 年终双薪 节日福利   \n",
       "空运客服                                                             周末双休 带薪年假 五险一金 加班补贴 高温补贴 员工商业保险 定期体检   \n",
       "微信小程序业务后台开发工程师                                                                                          \n",
       "海运销售                                                                       五险一金 补充医疗保险 餐饮补贴 绩效奖金 定期体检   \n",
       "设备工程师\\/自动化工程师                                                                                           \n",
       "Senior Marketing Officer-PR                         五险一金 补充医疗保险 员工旅游 通讯补贴 出国机会 年终奖金 定期体检 专业培训 弹性工作...   \n",
       "Sr. Trade Marketing Specialist                                        年终奖金 五险一金 补充医疗保险 专业培训 通讯补贴 免费班车   \n",
       "行销推广经理                                                        五险一金 免费班车 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 定期体检   \n",
       "型式试验工程师                                                                      五险一金 免费班车 员工旅游 定期体检 餐饮补贴   \n",
       "道路服务专员（海珠区）                                                  上市公司 可转正实习 高薪实习 提供实习证明 团队氛围好 学习机会多 发展空间大   \n",
       "\n",
       "                                                                           详细信息  \\\n",
       "职位                                                                                \n",
       "招聘专员（外包）                                                    [广州, 无需经验, 本科, 招2人]   \n",
       "资深品牌                                                      [广州, 5-7年经验, 本科, 招1人]   \n",
       "人事专员                                                      [异地招聘, 2年经验, 本科, 招4人]   \n",
       "物业弱电技工                                                  [广州-花都区, 1年经验, 中技, 招3人]   \n",
       "爱家产品经理                                                      [广州, 2年经验, 本科, 招1人]   \n",
       "销售专员                                                [广州-越秀区, 3-4年经验, 中专, 招100人]   \n",
       "(Senior) Finance Officer- Budget &amp; Forecast       [广州-越秀区, 3-4年经验, 本科, 招1人]   \n",
       "空调软件开发工程师                                             [广州-番禺区, 3-4年经验, 本科, 招1人]   \n",
       "广州获客BDM                                                     [广州-越秀区, 2年经验, 招1人]   \n",
       "安全总监\\/项目安全负责人                                         [广州-天河区, 5-7年经验, 本科, 招5人]   \n",
       "储备区域经理                                                      [广州, 2年经验, 大专, 招2人]   \n",
       "可口可乐- 销售代表（广州-连锁便利店）                                    [广州-海珠区, 2年经验, 高中, 招1人]   \n",
       "采购专员（日语）                                                [广州-番禺区, 1年经验, 本科, 招1人]   \n",
       "project cost analyst                                 [广州-南沙区, 3-4年经验, 大专, 招若干人]   \n",
       "店长 - 万国工厂店 ID-78420                                   [广州-海珠区, 8-9年经验, 大专, 招1人]   \n",
       "Java（Remote）                                           [异地招聘, 3-4年经验, 本科, 招20人]   \n",
       "智能信息事业群UC事业部-产品运营-广州                                       [广州, 2年经验, 本科, 招若干人]   \n",
       "销售助理SA                                                [广州-天河区, 3-4年经验, 本科, 招1人]   \n",
       "网电销售专员                                                 [广州-天河区, 无需经验, 大专, 招10人]   \n",
       "北美零部件项目工程师                                              [广州-黄埔区, 1年经验, 大专, 招1人]   \n",
       "国企直招 理财规划师 4800底薪 双休                                      [广州, 3-4年经验, 本科, 招8人]   \n",
       "广告销售经理                                                   [广州, 3-4年经验, 大专, 招若干人]   \n",
       "船务文员（五险一金+中期奖金+年终奖金+提供食宿）                               [广州-番禺区, 2年经验, 大专, 招1人]   \n",
       "KA销售代表（现代渠道）                                            [广州-天河区, 无需经验, 大专, 招1人]   \n",
       "高薪业务代表-三水-康师傅饮品                                          [异地招聘, 无需经验, 高中, 招若干人]   \n",
       "Sales_汽车功能安全                                              [广州, 3-4年经验, 本科, 招1人]   \n",
       "设备维修工                                                  [广州-从化区, 2年经验, 中专, 招若干人]   \n",
       "人事专员（驻点贝壳找房）                                            [广州-天河区, 1年经验, 大专, 招2人]   \n",
       "选址拓展经理                                                    [广州, 3-4年经验, 大专, 招1人]   \n",
       "软件开发工程师                                                  [异地招聘, 无需经验, 本科, 招若干人]   \n",
       "仓管员岗                                                       [广州-黄埔区, 无需经验, 招若干人]   \n",
       "广州运营安全员                                                [广州-花都区, 无需经验, 大专, 招20人]   \n",
       "督导员                                                       [异地招聘, 2年经验, 大专, 招1人]   \n",
       "广州西城都荟三叶草店员                                               [异地招聘, 1年经验, 高中, 招1人]   \n",
       "操作工                                                     [广州, 1年经验, 初中及以下, 招若干人]   \n",
       "Senior Officer\\/Officer-FCS-HR-Campus Recruitme...       [广州, 3-4年经验, 本科, 招若干人]   \n",
       "人才发展与学习项目咨询顾问                                               [广州, 2年经验, 本科, 招3人]   \n",
       "光大银行信用卡白金卡销售（天河Z）                                      [广州-天河区, 1年经验, 高中, 招若干人]   \n",
       "市场拓展岗                                                 [广州-海珠区, 3-4年经验, 本科, 招2人]   \n",
       "小米店长-广东省就近安排工作地点                                       [广州-增城区, 1年经验, 大专, 招10人]   \n",
       "EMC技术主管\\/经理                                          [广州-黄埔区, 8-9年经验, 本科, 招若干人]   \n",
       "空运客服                                                    [广州-天河区, 1年经验, 大专, 招1人]   \n",
       "微信小程序业务后台开发工程师                                              [广州, 1年经验, 本科, 招5人]   \n",
       "海运销售                                                 [广州-荔湾区, 3-4年经验, 大专, 招若干人]   \n",
       "设备工程师\\/自动化工程师                                             [广州, 3-4年经验, 本科, 招1人]   \n",
       "Senior Marketing Officer-PR                          [广州-天河区, 3-4年经验, 本科, 招若干人]   \n",
       "Sr. Trade Marketing Specialist                        [广州-天河区, 3-4年经验, 本科, 招1人]   \n",
       "行销推广经理                                                    [广州, 5-7年经验, 大专, 招1人]   \n",
       "型式试验工程师                                                 [广州-黄埔区, 1年经验, 本科, 招1人]   \n",
       "道路服务专员（海珠区）                                            [广州-海珠区, 无需经验, 高中, 招若干人]   \n",
       "\n",
       "                                                           公司规模  \\\n",
       "职位                                                                \n",
       "招聘专员（外包）                                               10000人以上   \n",
       "资深品牌                                                 1000-5000人   \n",
       "人事专员                                                   10000人以上   \n",
       "物业弱电技工                                                 150-500人   \n",
       "爱家产品经理                                              5000-10000人   \n",
       "销售专员                                                   10000人以上   \n",
       "(Senior) Finance Officer- Budget &amp; Forecast        10000人以上   \n",
       "空调软件开发工程师                                            1000-5000人   \n",
       "广州获客BDM                                                10000人以上   \n",
       "安全总监\\/项目安全负责人                                        1000-5000人   \n",
       "储备区域经理                                                 10000人以上   \n",
       "可口可乐- 销售代表（广州-连锁便利店）                                 1000-5000人   \n",
       "采购专员（日语）                                               150-500人   \n",
       "project cost analyst                                  500-1000人   \n",
       "店长 - 万国工厂店 ID-78420                                   500-1000人   \n",
       "Java（Remote）                                          500-1000人   \n",
       "智能信息事业群UC事业部-产品运营-广州                                   10000人以上   \n",
       "销售助理SA                                                500-1000人   \n",
       "网电销售专员                                                 10000人以上   \n",
       "北美零部件项目工程师                                           1000-5000人   \n",
       "国企直招 理财规划师 4800底薪 双休                                   10000人以上   \n",
       "广告销售经理                                                 10000人以上   \n",
       "船务文员（五险一金+中期奖金+年终奖金+提供食宿）                             500-1000人   \n",
       "KA销售代表（现代渠道）                                         1000-5000人   \n",
       "高薪业务代表-三水-康师傅饮品                                     5000-10000人   \n",
       "Sales_汽车功能安全                                           10000人以上   \n",
       "设备维修工                                                 500-1000人   \n",
       "人事专员（驻点贝壳找房）                                          500-1000人   \n",
       "选址拓展经理                                                 10000人以上   \n",
       "软件开发工程师                                                10000人以上   \n",
       "仓管员岗                                                   10000人以上   \n",
       "广州运营安全员                                                10000人以上   \n",
       "督导员                                                  1000-5000人   \n",
       "广州西城都荟三叶草店员                                           500-1000人   \n",
       "操作工                                                    150-500人   \n",
       "Senior Officer\\/Officer-FCS-HR-Campus Recruitme...   1000-5000人   \n",
       "人才发展与学习项目咨询顾问                                          150-500人   \n",
       "光大银行信用卡白金卡销售（天河Z）                                   5000-10000人   \n",
       "市场拓展岗                                                1000-5000人   \n",
       "小米店长-广东省就近安排工作地点                                       10000人以上   \n",
       "EMC技术主管\\/经理                                         5000-10000人   \n",
       "空运客服                                                    50-150人   \n",
       "微信小程序业务后台开发工程师                                         10000人以上   \n",
       "海运销售                                                  500-1000人   \n",
       "设备工程师\\/自动化工程师                                          150-500人   \n",
       "Senior Marketing Officer-PR                            150-500人   \n",
       "Sr. Trade Marketing Specialist                      5000-10000人   \n",
       "行销推广经理                                               1000-5000人   \n",
       "型式试验工程师                                               500-1000人   \n",
       "道路服务专员（海珠区）                                         5000-10000人   \n",
       "\n",
       "                                                                  行业  \n",
       "职位                                                                    \n",
       "招聘专员（外包）                                                   互联网\\/电子商务  \n",
       "资深品牌                                                            网络游戏  \n",
       "人事专员                                                          酒店\\/旅游  \n",
       "物业弱电技工                                                           房地产  \n",
       "爱家产品经理                                                           房地产  \n",
       "销售专员                                                      交通\\/运输\\/物流  \n",
       "(Senior) Finance Officer- Budget &amp; Forecast               批发\\/零售  \n",
       "空调软件开发工程师                                             家具\\/家电\\/玩具\\/礼品  \n",
       "广州获客BDM                                                    互联网\\/电子商务  \n",
       "安全总监\\/项目安全负责人                                                    房地产  \n",
       "储备区域经理                                              快速消费品(食品、饮料、化妆品)  \n",
       "可口可乐- 销售代表（广州-连锁便利店）                                快速消费品(食品、饮料、化妆品)  \n",
       "采购专员（日语）                                                     贸易\\/进出口  \n",
       "project cost analyst                                 电子技术\\/半导体\\/集成电路  \n",
       "店长 - 万国工厂店 ID-78420                                       服装\\/纺织\\/皮革  \n",
       "Java（Remote）                                                   计算机软件  \n",
       "智能信息事业群UC事业部-产品运营-广州                                       互联网\\/电子商务  \n",
       "销售助理SA                                                    医疗\\/护理\\/卫生  \n",
       "网电销售专员                                                          网络游戏  \n",
       "北美零部件项目工程师                                                     检测，认证  \n",
       "国企直招 理财规划师 4800底薪 双休                                              保险  \n",
       "广告销售经理                                                     互联网\\/电子商务  \n",
       "船务文员（五险一金+中期奖金+年终奖金+提供食宿）                                 机械\\/设备\\/重工  \n",
       "KA销售代表（现代渠道）                                        快速消费品(食品、饮料、化妆品)  \n",
       "高薪业务代表-三水-康师傅饮品                                     快速消费品(食品、饮料、化妆品)  \n",
       "Sales_汽车功能安全                                                   检测，认证  \n",
       "设备维修工                                                     机械\\/设备\\/重工  \n",
       "人事专员（驻点贝壳找房）                                               互联网\\/电子商务  \n",
       "选址拓展经理                                                     互联网\\/电子商务  \n",
       "软件开发工程师                                                通信\\/电信运营、增值服务  \n",
       "仓管员岗                                                       互联网\\/电子商务  \n",
       "广州运营安全员                                                    互联网\\/电子商务  \n",
       "督导员                                                 快速消费品(食品、饮料、化妆品)  \n",
       "广州西城都荟三叶草店员                                                   批发\\/零售  \n",
       "操作工                                                 快速消费品(食品、饮料、化妆品)  \n",
       "Senior Officer\\/Officer-FCS-HR-Campus Recruitme...  专业服务(咨询、人力资源、财会)  \n",
       "人才发展与学习项目咨询顾问                                       专业服务(咨询、人力资源、财会)  \n",
       "光大银行信用卡白金卡销售（天河Z）                                         金融\\/投资\\/证券  \n",
       "市场拓展岗                                                     建筑\\/建材\\/工程  \n",
       "小米店长-广东省就近安排工作地点                                       通信\\/电信运营、增值服务  \n",
       "EMC技术主管\\/经理                                                    检测，认证  \n",
       "空运客服                                                      交通\\/运输\\/物流  \n",
       "微信小程序业务后台开发工程师                                             互联网\\/电子商务  \n",
       "海运销售                                                      交通\\/运输\\/物流  \n",
       "设备工程师\\/自动化工程师                                               医疗设备\\/器械  \n",
       "Senior Marketing Officer-PR                                      房地产  \n",
       "Sr. Trade Marketing Specialist                        石油\\/化工\\/矿产\\/地质  \n",
       "行销推广经理                                              快速消费品(食品、饮料、化妆品)  \n",
       "型式试验工程师                                                   机械\\/设备\\/重工  \n",
       "道路服务专员（海珠区）                                                       汽车  "
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=df_zheng.set_index(\"职位\")\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 输出文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [],
   "source": [
    "# B-D-2 pd.DataFrame 输出excel，pandas课有教\n",
    "行业分类_df.to_excel(\"51job.xlsx\", sheet_name=\"行业分类\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 爬取script信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<Element 'script' language='javascript' src='//js.51jobcdn.com/in/js/2016/jquery.js?20180319'>,\n",
       " <Element 'script' language='javascript'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/js/2016/pointtrack.js?20210511'>,\n",
       " <Element 'script' language='javascript' src='//js.51jobcdn.com/in/js/2016/login/jquery.placeholder.min.js'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/resource/js/2021/search/utils.header.2bf76207.js'>,\n",
       " <Element 'script' language='javascript'>,\n",
       " <Element 'script' >,\n",
       " <Element 'script' >,\n",
       " <Element 'script' type='text/javascript'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/resource/js/2021/search/common.f182f3d4.js'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/resource/js/2021/search/index.b1d5970a.js'>,\n",
       " <Element 'script' >]"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "script_list=r.html.xpath('//script')\n",
    "script_list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 有内容的js链接"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'http://js.51jobcdn.com/in/resource/js/2021/search/common.f182f3d4.js'"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "script_url= \"http:\"+script_list[-3].html.split(\"\\\"\")[3]\n",
    "script_url                                              "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 请求script"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res=session.get(script_url)\n",
    "res"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 爬取script的信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
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区\",\"080303\":\"江北区\",\"080304\":\"北仑区\",\"080305\":\"镇海区\",\"080306\":\"鄞州区\",\"080307\":\"慈溪市\",\"080308\":\"余姚市\",\"080309\":\"奉化区\",\"080310\":\"宁海县\",\"080311\":\"象山县\",\"080312\":\"高新区\",\"080400\":\"温州\",\"080401\":\"鹿城区\",\"080402\":\"龙湾区\",\"080403\":\"瓯海区\",\"080404\":\"洞头区\",\"080405\":\"瑞安市\",\"080406\":\"乐清市\",\"080407\":\"龙港市\",\"080408\":\"永嘉县\",\"080409\":\"平阳县\",\"080410\":\"苍南县\",\"080411\":\"文成县\",\"080412\":\"泰顺县\",\"080500\":\"绍兴\",\"080501\":\"越城区\",\"080502\":\"柯桥区\",\"080503\":\"上虞区\",\"080504\":\"新昌县\",\"080505\":\"嵊州市\",\"080506\":\"诸暨市\",\"080600\":\"金华\",\"080601\":\"婺城区\",\"080602\":\"金东区\",\"080603\":\"兰溪市\",\"080605\":\"东阳市\",\"080606\":\"永康市\",\"080607\":\"浦江县\",\"080608\":\"武义县\",\"080609\":\"磐安县\",\"080700\":\"嘉兴\",\"080701\":\"南湖区\",\"080702\":\"秀洲区\",\"080703\":\"嘉善县\",\"080704\":\"海盐县\",\"080706\":\"平湖市\",\"080707\":\"桐乡市\",\"080800\":\"台州\",\"080801\":\"椒江区\",\"080802\":\"黄岩区\",\"080803\":\"路桥区\",\"080804\":\"三门县\",\"080805\":\"天台县\",\"080806\":\"仙居县\",\"080807\":\"温岭市\",\"080808\":\"临海市\",\"080809\":\"玉环市\",\"080900\":\"湖州\",\"080901\":\"吴兴区\",\"080902\":\"南浔区\",\"080903\":\"德清县\",\"080904\":\"长兴县\",\"080905\":\"安吉县\",\"081000\":\"丽水\",\"081100\":\"舟山\",\"081200\":\"衢州\",\"081400\":\"义乌\",\"081600\":\"海宁\",\"090000\":\"四川省\",\"090200\":\"成都\",\"090201\":\"青羊区\",\"090202\":\"锦江区\",\"090203\":\"金牛区\",\"090204\":\"武侯区\",\"090205\":\"成华区\",\"090206\":\"龙泉驿区\",\"090207\":\"青白江区\",\"090208\":\"新都区\",\"090209\":\"温江区\",\"090210\":\"都江堰市\",\"090211\":\"彭州市\",\"090212\":\"邛崃市\",\"090213\":\"崇州市\",\"090214\":\"金堂县\",\"090215\":\"双流区\",\"090216\":\"郫都区\",\"090217\":\"大邑县\",\"090218\":\"蒲江县\",\"090219\":\"新津县\",\"090220\":\"高新区\",\"090221\":\"简阳市\",\"090222\":\"天府新区\",\"090300\":\"绵阳\",\"090301\":\"涪城区\",\"090302\":\"游仙区\",\"090303\":\"安州区\",\"090304\":\"江油市\",\"090305\":\"三台县\",\"090306\":\"梓潼县\",\"090307\":\"盐亭县\",\"090308\":\"平武县\",\"090309\":\"北川羌族自治县\",\"090400\":\"乐山\",\"090500\":\"泸州\",\"090600\":\"德阳\",\"090700\":\"宜宾\",\"090800\":\"自贡\",\"090900\":\"内江\",\"091000\":\"攀枝花\",\"091100\":\"南充\",\"091200\":\"眉山\",\"091300\":\"广安\",\"091400\":\"资阳\",\"091500\":\"遂宁\",\"091600\":\"广元\",\"091700\":\"达州\",\"091800\":\"雅安\",\"091900\":\"西昌\",\"092000\":\"巴中\",\"092100\":\"甘孜\",\"092200\":\"阿坝\",\"092300\":\"凉山\",1e5:\"海南省\",100200:\"海口\",100201:\"龙华区\",100202:\"秀英区\",100203:\"琼山区\",100204:\"美兰区\",100300:\"三亚\",100400:\"洋浦经济开发区\",100500:\"文昌\",100600:\"琼海\",100700:\"万宁\",100800:\"儋州\",100900:\"东方\",101e3:\"五指山\",101100:\"定安\",101200:\"屯昌\",101300:\"澄迈\",101400:\"临高\",101500:\"三沙\",101600:\"琼中\",101700:\"保亭\",101800:\"白沙\",101900:\"昌江\",102e3:\"乐东\",102100:\"陵水\",11e4:\"福建省\",110200:\"福州\",110201:\"鼓楼区\",110202:\"台江区\",110203:\"仓山区\",110204:\"马尾区\",110205:\"晋安区\",110206:\"闽侯县\",110207:\"连江县\",110208:\"罗源县\",110209:\"闽清县\",110210:\"永泰县\",110211:\"平潭县\",110212:\"福清市\",110213:\"长乐区\",110300:\"厦门\",110301:\"思明区\",110302:\"海沧区\",110303:\"湖里区\",110304:\"集美区\",110305:\"同安区\",110306:\"翔安区\",110400:\"泉州\",110401:\"鲤城区\",110402:\"丰泽区\",110403:\"洛江区\",110404:\"泉港区\",110405:\"惠安县\",110406:\"安溪县\",110407:\"永春县\",110408:\"德化县\",110409:\"金门县\",110410:\"石狮市\",110411:\"晋江市\",110412:\"南安市\",110500:\"漳州\",110600:\"莆田\",110700:\"三明\",110800:\"南平\",110900:\"宁德\",111e3:\"龙岩\",12e4:\"山东省\",120200:\"济南\",120201:\"历下区\",120202:\"市中区\",120203:\"槐荫区\",120204:\"天桥区\",120205:\"历城区\",120206:\"长清区\",120207:\"平阴县\",120208:\"济阳区\",120209:\"商河县\",120210:\"章丘区\",120211:\"高新区\",120212:\"莱芜区\",120213:\"钢城区\",120300:\"青岛\",120301:\"市南区\",120302:\"市北区\",120303:\"黄岛区\",120304:\"崂山区\",120305:\"城阳区\",120306:\"李沧区\",120307:\"胶州市\",120308:\"即墨区\",120309:\"平度市\",120310:\"莱西市\",120311:\"高新区\",120400:\"烟台\",120401:\"芝罘区\",120402:\"福山区\",120403:\"牟平区\",120404:\"莱山区\",120405:\"长岛县\",120406:\"龙口市\",120407:\"莱阳市\",120408:\"莱州市\",120409:\"蓬莱市\",120410:\"招远市\",120411:\"栖霞市\",120412:\"海阳市\",120413:\"高新区\",120414:\"开发区\",120500:\"潍坊\",120501:\"潍城区\",120502:\"寒亭区\",120503:\"坊子区\",120504:\"奎文区\",120505:\"临朐县\",120506:\"昌乐县\",120507:\"青州市\",120508:\"诸城市\",120509:\"寿光市\",120510:\"安丘市\",120511:\"高密市\",120512:\"昌邑市\",120513:\"高新技术开发区\",120514:\"滨海经济开发区\",120600:\"威海\",120700:\"淄博\",120800:\"临沂\",120801:\"兰山区\",120802:\"罗庄区\",120803:\"河东区\",120804:\"沂南县\",120805:\"郯城县\",120806:\"沂水县\",120807:\"兰陵县\",120808:\"费县\",120809:\"平邑县\",120810:\"莒南县\",120811:\"蒙阴县\",120812:\"临沭县\",120900:\"济宁\",121e3:\"东营\",121100:\"泰安\",121200:\"日照\",121300:\"德州\",121400:\"菏泽\",121500:\"滨州\",121600:\"枣庄\",121700:\"聊城\",13e4:\"江西省\",130200:\"南昌\",130201:\"东湖区\",130202:\"西湖区\",130203:\"青云谱区\",130205:\"青山湖区\",130206:\"南昌县\",130207:\"新建区\",130208:\"安义县\",130209:\"进贤县\",130210:\"红谷滩新区\",130300:\"九江\",130400:\"景德镇\",130500:\"萍乡\",130600:\"新余\",130700:\"鹰潭\",130800:\"赣州\",130801:\"章贡区\",130802:\"赣县区\",130803:\"南康区\",130804:\"信丰县\",130805:\"大余县\",130806:\"上犹县\",130807:\"崇义县\",130808:\"安远县\",130809:\"龙南县\",130810:\"定南县\",130811:\"全南县\",130812:\"宁都县\",130813:\"于都县\",130814:\"兴国县\",130815:\"会昌县\",130816:\"寻乌县\",130817:\"石城县\",130818:\"瑞金市\",130900:\"吉安\",131e3:\"宜春\",131100:\"抚州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r=n(44),o=Math.max,i=Math.min;e.exports=function(e,t){return(e=r(e))<0?o(e+t,0):i(e,t)}},function(e,t,n){var r=n(6).document;e.exports=r&&r.documentElement},function(e,t,n){var r=n(12),o=n(13),i=n(66)(\"IE_PROTO\"),a=Object.prototype;e.exports=Object.getPrototypeOf||function(e){return e=o(e),r(e,i)?e[i]:\"function\"==typeof e.constructor&&e instanceof e.constructor?e.constructor.prototype:e instanceof Object?a:null}},function(e,t,n){var r=n(1),o=n(20),i=n(2);e.exports=function(e,t){var n=(o.Object||{})[e]||Object[e],a={};a[e]=t(n),r(r.S+r.F*i((function(){n(1)})),\"Object\",a)}},,,,,,,,,function(e,t,n){var r=n(7),o=n(3),i=function(e,t){if(o(e),!r(t)&&null!==t)throw TypeError(t+\": can\\'t set as prototype!\")};e.exports={set:Object.setPrototypeOf||(\"__proto__\"in{}?function(e,t,r){try{(r=n(21)(Function.call,n(70).f(Object.prototype,\"__proto__\").set,2))(e,[]),t=!(e instanceof Array)}catch(e){t=!0}return function(e,n){return i(e,n),t?e.__proto__=n:r(e,n),e}}({},!1):void 0),check:i}},,,,,function(e,t){e.exports=\"\\\\t\\\\n\\\\v\\\\f\\\\r ????????????????\\u3000\\\\u2028\\\\u2029\\\\ufeff\"},,function(e,t,n){\"use strict\";var r=n(43),o=n(7),i=n(148),a=[].slice,c={},u=function(e,t,n){if(!(t in c)){for(var r=[],o=0;o<t;o++)r[o]=\"a[\"+o+\"]\";c[t]=Function(\"F,a\",\"return new F(\"+r.join(\",\")+\")\")}return c[t](e,n)};e.exports=Function.bind||function(e){var t=r(this),n=a.call(arguments,1),c=function(){var r=n.concat(a.call(arguments));return this instanceof c?u(t,r.length,r):i(t,r,e)};return o(t.prototype)&&(c.prototype=t.prototype),c}},function(e,t){e.exports=function(e,t,n){var r=void 0===n;switch(t.length){case 0:return r?e():e.call(n);case 1:return r?e(t[0]):e.call(n,t[0]);case 2:return r?e(t[0],t[1]):e.call(n,t[0],t[1]);case 3:return r?e(t[0],t[1],t[2]):e.call(n,t[0],t[1],t[2]);case 4:return r?e(t[0],t[1],t[2],t[3]):e.call(n,t[0],t[1],t[2],t[3])}return e.apply(n,t)}}]]);'"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res.content.decode('gbk')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 工作地点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{\"010000\":\"北京\",\"010100\":\"东城区\",\"010200\":\"西城区\",\"010500\":\"朝阳区\",\"010600\":\"丰台区\",\"010700\":\"石景山区\",\"010800\":\"海淀区\",\"010900\":\"门头沟区\",\"011000\":\"房山区\",\"011100\":\"通州区\",\"011200\":\"顺义区\",\"011300\":\"昌平区\",\"011400\":\"大兴区\",\"011500\":\"怀柔区\",\"011600\":\"平谷区\",\"011700\":\"密云区\",\"011800\":\"延庆区\",\"020000\":\"上海\",\"020100\":\"黄浦区\",\"020300\":\"徐汇区\",\"020400\":\"长宁区\",\"020500\":\"静安区\",\"020600\":\"普陀区\",\"020800\":\"虹口区\",\"020900\":\"杨浦区\",\"021000\":\"浦东新区\",\"021100\":\"闵行区\",\"021200\":\"宝山区\",\"021300\":\"嘉定区\",\"021400\":\"金山区\",\"021500\":\"松江区\",\"021600\":\"青浦区\",\"021800\":\"奉贤区\",\"021900\":\"崇明区\",\"030000\":\"广东省\",\"030200\":\"广州\",\"030201\":\"越秀区\",\"030202\":\"荔湾区\",\"030203\":\"海珠区\",\"030204\":\"天河区\",\"030205\":\"白云区\",\"030206\":\"黄埔区\",\"030207\":\"番禺区\",\"030208\":\"花都区\",\"030209\":\"南沙区\",\"030211\":\"增城区\",\"030212\":\"从化区\",\"030300\":\"惠州\",\"030301\":\"惠城区\",\"030302\":\"惠阳区\",\"030303\":\"大亚湾区\",\"030304\":\"仲恺区\",\"030305\":\"惠东县\",\"030306\":\"博罗县\",\"030307\":\"龙门县\",\"030400\":\"汕头\",\"030401\":\"金平区\",\"030402\":\"龙湖区\",\"030403\":\"澄海区\",\"030404\":\"濠江区\",\"030405\":\"潮阳区\",\"030406\":\"潮南区\",\"030407\":\"南澳县\",\"030500\":\"珠海\",\"030501\":\"香洲区\",\"030502\":\"斗门区\",\"030503\":\"金湾区\",\"030504\":\"横琴新区\",\"030505\":\"高栏港经济区\",\"030506\":\"珠海高新区\",\"030507\":\"珠海保税区\",\"030508\":\"万山海洋开发试验区\",\"030600\":\"佛山\",\"030601\":\"禅城区\",\"030602\":\"顺德区\",\"030603\":\"南海区\",\"030604\":\"三水区\",\"030605\":\"高明区\",\"030700\":\"中山\",\"030701\":\"石岐区\",\"030702\":\"东区\",\"030703\":\"西区\",\"030704\":\"南区\",\"030705\":\"五桂山区\",\"030706\":\"火炬开发区\",\"030707\":\"黄圃镇\",\"030708\":\"南头镇\",\"030709\":\"东凤镇\",\"030710\":\"阜沙镇\",\"030711\":\"小榄镇\",\"030712\":\"东升镇\",\"030713\":\"古镇镇\",\"030714\":\"横栏镇\",\"030715\":\"三角镇\",\"030716\":\"民众镇\",\"030717\":\"南朗镇\",\"030718\":\"港口镇\",\"030719\":\"大涌镇\",\"030720\":\"沙溪镇\",\"030721\":\"三乡镇\",\"030722\":\"板芙镇\",\"030723\":\"神湾镇\",\"030724\":\"坦洲镇\",\"030800\":\"东莞\",\"030801\":\"莞城区\",\"030802\":\"南城区\",\"030803\":\"东城区\",\"030804\":\"万江区\",\"030805\":\"石碣镇\",\"030806\":\"石龙镇\",\"030807\":\"茶山镇\",\"030808\":\"石排镇\",\"030809\":\"企石镇\",\"030810\":\"横沥镇\",\"030811\":\"桥头镇\",\"030812\":\"谢岗镇\",\"030813\":\"东坑镇\",\"030814\":\"常平镇\",\"030815\":\"寮步镇\",\"030816\":\"大朗镇\",\"030817\":\"麻涌镇\",\"030818\":\"中堂镇\",\"030819\":\"高埗镇\",\"030820\":\"樟木头镇\",\"030821\":\"大岭山镇\",\"030822\":\"望牛墩镇\",\"030823\":\"黄江镇\",\"030824\":\"洪梅镇\",\"030825\":\"清溪镇\",\"030826\":\"沙田镇\",\"030827\":\"道滘镇\",\"030828\":\"塘厦镇\",\"030829\":\"虎门镇\",\"030830\":\"厚街镇\",\"030831\":\"凤岗镇\",\"030832\":\"长安镇\",\"030833\":\"松山湖区\",\"031400\":\"韶关\",\"031500\":\"江门\",\"031501\":\"蓬江区\",\"031502\":\"江海区\",\"031503\":\"新会区\",\"031504\":\"台山市\",\"031505\":\"开平市\",\"031506\":\"鹤山市\",\"031507\":\"恩平市\",\"031700\":\"湛江\",\"031701\":\"赤坎区\",\"031702\":\"霞山区\",\"031703\":\"坡头区\",\"031704\":\"麻章区\",\"031705\":\"廉江市\",\"031706\":\"雷州市\",\"031707\":\"吴川市\",\"031708\":\"遂溪县\",\"031709\":\"徐闻县\",\"031800\":\"肇庆\",\"031801\":\"端州区\",\"031802\":\"鼎湖区\",\"031803\":\"高要区\",\"031804\":\"广宁县\",\"031805\":\"德庆县\",\"031806\":\"封开县\",\"031807\":\"怀集县\",\"031808\":\"四会市\",\"031900\":\"清远\",\"031901\":\"清城区\",\"031902\":\"清新区\",\"031903\":\"英德市\",\"031904\":\"连州市\",\"031905\":\"佛冈县\",\"031906\":\"阳山县\",\"031907\":\"连南瑶族自治县\",\"031908\":\"连山壮族瑶族自治县\",\"032000\":\"潮州\",\"032100\":\"河源\",\"032200\":\"揭阳\",\"032300\":\"茂名\",\"032400\":\"汕尾\",\"032600\":\"梅州\",\"032700\":\"开平\",\"032800\":\"阳江\",\"032900\":\"云浮\",\"040000\":\"深圳\",\"040100\":\"福田区\",\"040200\":\"罗湖区\",\"040300\":\"南山区\",\"040400\":\"盐田区\",\"040500\":\"宝安区\",\"040600\":\"龙岗区\",\"040700\":\"光明新区\",\"040800\":\"坪山区\",\"040900\":\"大鹏新区\",\"041000\":\"龙华区\",\"050000\":\"天津\",\"050100\":\"和平区\",\"050200\":\"河东区\",\"050300\":\"河西区\",\"050400\":\"南开区\",\"050500\":\"河北区\",\"050600\":\"红桥区\",\"050700\":\"东丽区\",\"050800\":\"西青区\",\"050900\":\"津南区\",\"051000\":\"北辰区\",\"051100\":\"武清区\",\"051200\":\"宝坻区\",\"051300\":\"滨海新区\",\"051400\":\"宁河区\",\"051500\":\"静海区\",\"051600\":\"蓟州区\",\"060000\":\"重庆\",\"060100\":\"渝中区\",\"060200\":\"大渡口区\",\"060300\":\"江北区\",\"060400\":\"沙坪坝区\",\"060600\":\"合川区\",\"060700\":\"渝北区\",\"060800\":\"永川区\",\"060900\":\"巴南区\",\"061000\":\"南川区\",\"061100\":\"九龙坡区\",\"061200\":\"万州区\",\"061300\":\"涪陵区\",\"061400\":\"黔江区\",\"061500\":\"南岸区\",\"061600\":\"北碚区\",\"061700\":\"长寿区\",\"061900\":\"江津区\",\"062000\":\"綦江区\",\"062100\":\"潼南区\",\"062200\":\"铜梁区\",\"062300\":\"大足区\",\"062400\":\"荣昌区\",\"062500\":\"璧山区\",\"062600\":\"垫江县\",\"062700\":\"丰都县\",\"062800\":\"忠县\",\"062900\":\"石柱县\",\"063000\":\"城口县\",\"063100\":\"彭水县\",\"063200\":\"梁平区\",\"063300\":\"酉阳县\",\"063400\":\"开州区\",\"063500\":\"秀山县\",\"063600\":\"巫溪县\",\"063700\":\"巫山县\",\"063800\":\"奉节县\",\"063900\":\"武隆区\",\"064000\":\"云阳县\",\"070000\":\"江苏省\",\"070200\":\"南京\",\"070201\":\"玄武区\",\"070203\":\"秦淮区\",\"070204\":\"建邺区\",\"070205\":\"鼓楼区\",\"070207\":\"浦口区\",\"070208\":\"六合区\",\"070209\":\"栖霞区\",\"070210\":\"雨花台区\",\"070211\":\"江宁区\",\"070212\":\"溧水区\",\"070213\":\"高淳区\",\"070214\":\"江北新区\",\"070300\":\"苏州\",\"070301\":\"姑苏区\",\"070303\":\"吴中区\",\"070304\":\"相城区\",\"070305\":\"吴江区\",\"070306\":\"工业园区\",\"070307\":\"高新区\",\"070308\":\"虎丘区\",\"070400\":\"无锡\",\"070401\":\"梁溪区\",\"070404\":\"滨湖区\",\"070405\":\"无锡新区\",\"070406\":\"惠山区\",\"070407\":\"锡山区\",\"070408\":\"宜兴市\",\"070409\":\"江阴市\",\"070500\":\"常州\",\"070501\":\"天宁区\",\"070502\":\"钟楼区\",\"070504\":\"新北区\",\"070505\":\"武进区\",\"070506\":\"金坛区\",\"070507\":\"溧阳市\",\"070600\":\"昆山\",\"070700\":\"常熟\",\"070800\":\"扬州\",\"070801\":\"邗江区\",\"070802\":\"广陵区\",\"070803\":\"江都区\",\"070804\":\"仪征市\",\"070805\":\"高邮市\",\"070806\":\"宝应县\",\"070900\":\"南通\",\"070901\":\"崇川区\",\"070902\":\"港闸区\",\"070903\":\"通州区\",\"070904\":\"如东县\",\"070905\":\"如皋市\",\"070906\":\"海门市\",\"070907\":\"启东市\",\"070908\":\"海安市\",\"071000\":\"镇江\",\"071001\":\"京口区\",\"071002\":\"润州区\",\"071003\":\"丹徒区\",\"071005\":\"扬中市\",\"071006\":\"句容市\",\"071100\":\"徐州\",\"071101\":\"泉山区\",\"071102\":\"鼓楼区\",\"071103\":\"云龙区\",\"071104\":\"贾汪区\",\"071105\":\"铜山区\",\"071106\":\"睢宁县\",\"071107\":\"沛县\",\"071108\":\"丰县\",\"071109\":\"邳州市\",\"071110\":\"新沂市\",\"071200\":\"连云港\",\"071201\":\"海州区\",\"071202\":\"连云区\",\"071203\":\"赣榆区\",\"071204\":\"灌云县\",\"071205\":\"东海县\",\"071206\":\"灌南县\",\"071300\":\"盐城\",\"071301\":\"亭湖区\",\"071302\":\"盐都区\",\"071303\":\"大丰区\",\"071304\":\"建湖县\",\"071305\":\"射阳县\",\"071306\":\"阜宁县\",\"071307\":\"滨海县\",\"071308\":\"响水县\",\"071309\":\"东台市\",\"071400\":\"张家港\",\"071600\":\"太仓\",\"071800\":\"泰州\",\"071801\":\"海陵区\",\"071802\":\"高港区\",\"071803\":\"姜堰区\",\"071804\":\"兴化市\",\"071900\":\"淮安\",\"071901\":\"清江浦区\",\"071902\":\"淮阴区\",\"071903\":\"淮安区\",\"071904\":\"洪泽区\",\"071905\":\"涟水县\",\"071906\":\"盱眙县\",\"071907\":\"金湖县\",\"072000\":\"宿迁\",\"072100\":\"丹阳\",\"072300\":\"泰兴\",\"072500\":\"靖江\",\"080000\":\"浙江省\",\"080200\":\"杭州\",\"080201\":\"拱墅区\",\"080202\":\"上城区\",\"080203\":\"下城区\",\"080204\":\"江干区\",\"080205\":\"西湖区\",\"080206\":\"滨江区\",\"080207\":\"余杭区\",\"080208\":\"萧山区\",\"080209\":\"临安区\",\"080210\":\"富阳区\",\"080211\":\"建德市\",\"080212\":\"桐庐县\",\"080213\":\"淳安县\",\"080300\":\"宁波\",\"080301\":\"海曙区\",\"080303\":\"江北区\",\"080304\":\"北仑区\",\"080305\":\"镇海区\",\"080306\":\"鄞州区\",\"080307\":\"慈溪市\",\"080308\":\"余姚市\",\"080309\":\"奉化区\",\"080310\":\"宁海县\",\"080311\":\"象山县\",\"080312\":\"高新区\",\"080400\":\"温州\",\"080401\":\"鹿城区\",\"080402\":\"龙湾区\",\"080403\":\"瓯海区\",\"080404\":\"洞头区\",\"080405\":\"瑞安市\",\"080406\":\"乐清市\",\"080407\":\"龙港市\",\"080408\":\"永嘉县\",\"080409\":\"平阳县\",\"080410\":\"苍南县\",\"080411\":\"文成县\",\"080412\":\"泰顺县\",\"080500\":\"绍兴\",\"080501\":\"越城区\",\"080502\":\"柯桥区\",\"080503\":\"上虞区\",\"080504\":\"新昌县\",\"080505\":\"嵊州市\",\"080506\":\"诸暨市\",\"080600\":\"金华\",\"080601\":\"婺城区\",\"080602\":\"金东区\",\"080603\":\"兰溪市\",\"080605\":\"东阳市\",\"080606\":\"永康市\",\"080607\":\"浦江县\",\"080608\":\"武义县\",\"080609\":\"磐安县\",\"080700\":\"嘉兴\",\"080701\":\"南湖区\",\"080702\":\"秀洲区\",\"080703\":\"嘉善县\",\"080704\":\"海盐县\",\"080706\":\"平湖市\",\"080707\":\"桐乡市\",\"080800\":\"台州\",\"080801\":\"椒江区\",\"080802\":\"黄岩区\",\"080803\":\"路桥区\",\"080804\":\"三门县\",\"080805\":\"天台县\",\"080806\":\"仙居县\",\"080807\":\"温岭市\",\"080808\":\"临海市\",\"080809\":\"玉环市\",\"080900\":\"湖州\",\"080901\":\"吴兴区\",\"080902\":\"南浔区\",\"080903\":\"德清县\",\"080904\":\"长兴县\",\"080905\":\"安吉县\",\"081000\":\"丽水\",\"081100\":\"舟山\",\"081200\":\"衢州\",\"081400\":\"义乌\",\"081600\":\"海宁\",\"090000\":\"四川省\",\"090200\":\"成都\",\"090201\":\"青羊区\",\"090202\":\"锦江区\",\"090203\":\"金牛区\",\"090204\":\"武侯区\",\"090205\":\"成华区\",\"090206\":\"龙泉驿区\",\"090207\":\"青白江区\",\"090208\":\"新都区\",\"090209\":\"温江区\",\"090210\":\"都江堰市\",\"090211\":\"彭州市\",\"090212\":\"邛崃市\",\"090213\":\"崇州市\",\"090214\":\"金堂县\",\"090215\":\"双流区\",\"090216\":\"郫都区\",\"090217\":\"大邑县\",\"090218\":\"蒲江县\",\"090219\":\"新津县\",\"090220\":\"高新区\",\"090221\":\"简阳市\",\"090222\":\"天府新区\",\"090300\":\"绵阳\",\"090301\":\"涪城区\",\"090302\":\"游仙区\",\"090303\":\"安州区\",\"090304\":\"江油市\",\"090305\":\"三台县\",\"090306\":\"梓潼县\",\"090307\":\"盐亭县\",\"090308\":\"平武县\",\"090309\":\"北川羌族自治县\",\"090400\":\"乐山\",\"090500\":\"泸州\",\"090600\":\"德阳\",\"090700\":\"宜宾\",\"090800\":\"自贡\",\"090900\":\"内江\",\"091000\":\"攀枝花\",\"091100\":\"南充\",\"091200\":\"眉山\",\"091300\":\"广安\",\"091400\":\"资阳\",\"091500\":\"遂宁\",\"091600\":\"广元\",\"091700\":\"达州\",\"091800\":\"雅安\",\"091900\":\"西昌\",\"092000\":\"巴中\",\"092100\":\"甘孜\",\"092200\":\"阿坝\",\"092300\":\"凉山\",1e5:\"海南省\",100200:\"海口\",100201:\"龙华区\",100202:\"秀英区\",100203:\"琼山区\",100204:\"美兰区\",100300:\"三亚\",100400:\"洋浦经济开发区\",100500:\"文昌\",100600:\"琼海\",100700:\"万宁\",100800:\"儋州\",100900:\"东方\",101e3:\"五指山\",101100:\"定安\",101200:\"屯昌\",101300:\"澄迈\",101400:\"临高\",101500:\"三沙\",101600:\"琼中\",101700:\"保亭\",101800:\"白沙\",101900:\"昌江\",102e3:\"乐东\",102100:\"陵水\",11e4:\"福建省\",110200:\"福州\",110201:\"鼓楼区\",110202:\"台江区\",110203:\"仓山区\",110204:\"马尾区\",110205:\"晋安区\",110206:\"闽侯县\",110207:\"连江县\",110208:\"罗源县\",110209:\"闽清县\",110210:\"永泰县\",110211:\"平潭县\",110212:\"福清市\",110213:\"长乐区\",110300:\"厦门\",110301:\"思明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:\"长阳土家族自治县\",180310:\"五峰土家族自治县\",180311:\"宜都市\",180312:\"当阳市\",180313:\"枝江市\",180400:\"黄石\",180500:\"襄阳\",180501:\"襄城区\",180502:\"樊城区\",180503:\"襄州区\",180504:\"南漳县\",180505:\"谷城县\",180506:\"保康县\",180507:\"老河口市\",180508:\"枣阳市\",180509:\"宜城市\",180600:\"十堰\",180700:\"荆州\",180701:\"沙市区\",180702:\"荆州区\",180703:\"公安县\",180704:\"监利县\",180705:\"江陵县\",180706:\"石首市\",180707:\"洪湖市\",180708:\"松滋市\",180800:\"荆门\",180900:\"孝感\",181e3:\"鄂州\",181100:\"黄冈\",181200:\"随州\",181300:\"咸宁\",181400:\"仙桃\",181500:\"潜江\",181600:\"天门\",181700:\"神农架\",181800:\"恩施\",19e4:\"湖南省\",190200:\"长沙\",190201:\"芙蓉区\",190202:\"天心区\",190203:\"岳麓区\",190204:\"开福区\",190205:\"雨花区\",190206:\"望城区\",190207:\"长沙县\",190208:\"宁乡市\",190209:\"浏阳市\",190300:\"株洲\",190301:\"荷塘区\",190302:\"芦淞区\",190303:\"石峰区\",190304:\"天元区\",190305:\"渌口区\",190306:\"攸县\",190307:\"茶陵县\",190308:\"炎陵县\",190309:\"醴陵市\",190400:\"湘潭\",190500:\"衡阳\",190600:\"岳阳\",190700:\"常德\",190800:\"益阳\",190900:\"郴州\",191e3:\"邵阳\",191100:\"怀化\",191200:\"娄底\",191300:\"永州\",191400:\"张家界\",191500:\"湘西\",2e5:\"陕西省\",200200:\"西安\",200201:\"莲湖区\",200202:\"新城区\",200203:\"碑林区\",200204:\"灞桥区\",200205:\"未央区\",200206:\"雁塔区\",200207:\"阎良区\",200208:\"临潼区\",200209:\"长安区\",200210:\"蓝田县\",200211:\"周至县\",200212:\"鄠邑区\",200213:\"高陵区\",200214:\"高新技术产业开发区\",200215:\"经济技术开发区\",200216:\"曲江新区\",200217:\"浐灞生态区\",200218:\"国家民用航天产业基地\",200219:\"西咸新区\",200220:\"西安阎良航空基地\",200221:\"西安国际港务区\",200300:\"咸阳\",200301:\"秦都区\",200302:\"杨陵区\",200303:\"渭城区\",200304:\"三原县\",200305:\"泾阳县\",200306:\"乾县\",200307:\"礼泉县\",200308:\"永寿县\",200309:\"长武县\",200310:\"旬邑县\",200311:\"淳化县\",200312:\"武功县\",200313:\"彬州市\",200314:\"兴平市\",200400:\"宝鸡\",200500:\"铜川\",200600:\"延安\",200700:\"渭南\",200800:\"榆林\",200900:\"汉中\",201e3:\"安康\",201100:\"商洛\",201200:\"杨凌\",21e4:\"山西省\",210200:\"太原\",210201:\"小店区\",210202:\"迎泽区\",210203:\"杏花岭区\",210204:\"尖草坪区\",210205:\"万柏林区\",210206:\"晋源区\",210207:\"清徐县\",210208:\"阳曲县\",210209:\"娄烦县\",210210:\"古交市\",210300:\"运城\",210400:\"大同\",210500:\"临汾\",210600:\"长治\",210700:\"晋城\",210800:\"阳泉\",210900:\"朔州\",211e3:\"晋中\",211100:\"忻州\",211200:\"吕梁\",22e4:\"黑龙江省\",220200:\"哈尔滨\",220201:\"道里区\",220202:\"南岗区\",220203:\"道外区\",220204:\"平房区\",220205:\"松北区\",220206:\"香坊区\",220207:\"呼兰区\",220208:\"阿城区\",220209:\"依兰县\",220210:\"方正县\",220211:\"宾县\",220212:\"巴彦县\",220213:\"木兰县\",220214:\"通河县\",220215:\"延寿县\",220216:\"双城区\",220217:\"尚志市\",220218:\"五常市\",220300:\"伊春\",220400:\"绥化\",220500:\"大庆\",220600:\"齐齐哈尔\",220700:\"牡丹江\",220800:\"佳木斯\",220900:\"鸡西\",221e3:\"鹤岗\",221100:\"双鸭山\",221200:\"黑河\",221300:\"七台河\",221400:\"大兴安岭\",23e4:\"辽宁省\",230200:\"沈阳\",230201:\"大东区\",230202:\"浑南区\",230203:\"康平县\",230204:\"和平区\",230205:\"皇姑区\",230206:\"沈北新区\",230207:\"沈河区\",230208:\"苏家屯区\",230209:\"铁西区\",230210:\"于洪区\",230211:\"法库县\",230212:\"辽中区\",230213:\"新民市\",230300:\"大连\",230301:\"西岗区\",230302:\"中山区\",230303:\"沙河口区\",230304:\"甘井子区\",230305:\"旅顺口区\",230306:\"金州区\",230307:\"瓦房店市\",230308:\"普兰店区\",230309:\"庄河市\",230310:\"长海县\",230312:\"高新园区\",230313:\"长兴岛\",230314:\"大连保税区\",230400:\"鞍山\",230500:\"营口\",230600:\"抚顺\",230700:\"锦州\",230800:\"丹东\",230900:\"葫芦岛\",231e3:\"本溪\",231100:\"辽阳\",231200:\"铁岭\",231300:\"盘锦\",231400:\"朝阳\",231500:\"阜新\",24e4:\"吉林省\",240200:\"长春\",240201:\"朝阳区\",240202:\"南关区\",240203:\"宽城区\",240204:\"二道区\",240205:\"绿园区\",240206:\"双阳区\",240207:\"经济技术开发区\",240208:\"高新技术产业开发区\",240209:\"净月经济开发区\",240210:\"汽车产业开发区\",240211:\"榆树市\",240212:\"九台区\",240213:\"德惠市\",240214:\"农安县\",240215:\"公主岭市\",240300:\"吉林\",240400:\"辽源\",240500:\"通化\",240600:\"四平\",240700:\"松原\",240800:\"延吉\",240900:\"白山\",241e3:\"白城\",241100:\"延边\",25e4:\"云南省\",250200:\"昆明\",250201:\"五华区\",250202:\"盘龙区\",250203:\"官渡区\",250204:\"西山区\",250205:\"东川区\",250206:\"呈贡区\",250207:\"晋宁区\",250208:\"富民县\",250209:\"宜良县\",250210:\"石林彝族自治县\",250211:\"嵩明县\",250212:\"禄劝县\",250213:\"寻甸县\",250214:\"安宁市\",250300:\"曲靖\",250400:\"玉溪\",250500:\"大理\",250600:\"丽江\",251e3:\"红河州\",251100:\"普洱\",251200:\"保山\",251300:\"昭通\",251400:\"文山\",251500:\"西双版纳\",251600:\"德宏\",251700:\"楚雄\",251800:\"临沧\",251900:\"怒江\",252e3:\"迪庆\",26e4:\"贵州省\",260200:\"贵阳\",260201:\"南明区\",260202:\"云岩区\",260203:\"花溪区\",260204:\"观山湖区\",260205:\"乌当区\",260206:\"白云区\",260207:\"开阳县\",260208:\"息烽县\",260209:\"修文县\",260210:\"清镇市\",260300:\"遵义\",260400:\"六盘水\",260500:\"安顺\",260600:\"铜仁\",260700:\"毕节\",260800:\"黔西南\",260900:\"黔东南\",261e3:\"黔南\",27e4:\"甘肃省\",270200:\"兰州\",270201:\"城关区\",270202:\"七里河区\",270203:\"西固区\",270204:\"安宁区\",270205:\"红古区\",270206:\"兰州新区\",270207:\"永登县\",270208:\"皋兰县\",270209:\"榆中县\",270300:\"金昌\",270400:\"嘉峪关\",270500:\"酒泉\",270600:\"天水\",270700:\"武威\",270800:\"白银\",270900:\"张掖\",271e3:\"平凉\",271100:\"定西\",271200:\"陇南\",271300:\"庆阳\",271400:\"临夏\",271500:\"甘南\",28e4:\"内蒙古\",280200:\"呼和浩特\",280201:\"新城区\",280202:\"回民区\",280203:\"玉泉区\",280204:\"赛罕区\",280205:\"土默特左旗\",280206:\"托克托县\",280207:\"和林格尔县\",280208:\"清水河县\",280209:\"武川县\",280300:\"赤峰\",280400:\"包头\",280700:\"通辽\",280800:\"鄂尔多斯\",280900:\"巴彦淖尔\",281e3:\"乌海\",281100:\"呼伦贝尔\",281200:\"乌兰察布\",281300:\"兴安盟\",281400:\"锡林郭勒盟\",281500:\"阿拉善盟\",29e4:\"宁夏\",290200:\"银川\",290300:\"吴忠\",290400:\"中卫\",290500:\"石嘴山\",290600:\"固原\",3e5:\"西藏\",300200:\"拉萨\",300300:\"日喀则\",300400:\"林芝\",300500:\"山南\",300600:\"昌都\",300700:\"那曲\",300800:\"阿里\",31e4:\"新疆\",310200:\"乌鲁木齐\",310201:\"天山区\",310202:\"沙依巴克区\",310203:\"新市区\",310204:\"水磨沟区\",310205:\"头屯河区\",310206:\"达坂城区\",310207:\"米东区\",310208:\"乌鲁木齐县\",310300:\"克拉玛依\",310400:\"喀什地区\",310500:\"伊犁\",310600:\"阿克苏\",310700:\"哈密\",310800:\"石河子\",310900:\"阿拉尔\",311e3:\"五家渠\",311100:\"图木舒克\",311200:\"昌吉\",311300:\"阿勒泰\",311400:\"吐鲁番\",311500:\"塔城\",311600:\"和田\",311700:\"克孜勒苏柯尔克孜\",311800:\"巴音郭楞\",311900:\"博尔塔拉\",32e4:\"青海省\",320200:\"西宁\",320300:\"海东\",320400:\"海西\",320500:\"海北\",320600:\"黄南\",320700:\"海南\",320800:\"果洛\",320900:\"玉树\",33e4:\"香港\",34e4:\"澳门\",35e4:\"台湾\",36e4:\"国外\",361e3:\"亚洲\",361001:\"日本\",361002:\"韩国\",361003:\"马来西亚\",361004:\"新加坡\",361005:\"泰国\",361006:\"菲律宾\",361007:\"印度尼西亚\",361008:\"斯里兰卡\",361009:\"印度\",361010:\"缅甸\",361011:\"越南\",361012:\"朝鲜\",361013:\"哈萨克斯坦\",361014:\"乌兹别克斯坦\",361015:\"伊朗\",361016:\"伊拉克\",361017:\"阿富汗\",361018:\"巴基斯坦\",361019:\"土耳其\",361020:\"科威特\",361021:\"沙特阿拉伯\",361022:\"蒙古\",361023:\"孟加拉国\",362e3:\"欧洲\",362001:\"英国\",362002:\"法国\",362003:\"德国\",362004:\"意大利\",362005:\"西班牙\",362006:\"葡萄牙\",362007:\"爱尔兰\",362008:\"波兰\",362009:\"挪威\",362010:\"瑞典\",362011:\"芬兰\",362012:\"奥地利\",362013:\"乌克兰\",362014:\"白俄罗斯\",362015:\"保加利亚\",362016:\"罗马尼亚\",362017:\"匈牙利\",362018:\"希腊\",362019:\"俄罗斯\",362020:\"瑞士\",362021:\"丹麦\",362022:\"比利时\",362023:\"荷兰\",363e3:\"美洲\",363001:\"美国\",363002:\"加拿大\",363003:\"墨西哥\",363004:\"巴西\",363005:\"阿根廷\",363006:\"智利\",363007:\"秘鲁\",363008:\"哥伦比亚\",363009:\"委内瑞拉\",363010:\"玻利维亚\",364e3:\"非洲\",364001:\"埃及\",364002:\"南非\",364003:\"苏丹\",364004:\"阿尔及利亚\",364005:\"埃塞俄比亚\",364006:\"肯尼亚\",364007:\"赞比亚\",364008:\"坦桑尼亚\",364009:\"马达加斯加\",364010:\"莫桑比克\",364011:\"安哥拉\",364012:\"加纳\",364013:\"摩洛哥\",364014:\"尼日利亚\",365e3:\"大洋洲\",365001:\"澳大利亚\",365002:\"新西兰\",366e3:\"其他\",\"01\":\"珠三角\"}}'"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "地点=res.content.decode('gbk').split('area=')[1].split(',,,function(e,t,n)')[0]\n",
    "地点"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 月薪范围"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'=[{k:\"99\",v:\"请选择\"},{k:\"01\",v:\"2千以下\"},{k:\"02\",v:\"2-3千\"},{k:\"03\",v:\"3-4.5千\"},{k:\"04\",v:\"4.5-6千\"},{k:\"05\",v:\"6-8千\"},{k:\"06\",v:\"0.8-1万\"},{k:\"07\",v:\"1-1.5万\"},{k:\"08\",v:\"1.5-2万\"},{k:\"09\",v:\"2-3万\"},{k:\"10\",v:\"3-4万\"},{k:\"11\",v:\"4-5万\"},{k:\"12\",v:\"5万以上\"}]'"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "薪资=res.content.decode('gbk').split('d_search_providesalary')[1].split(',window.d_search_companysize=')[0]\n",
    "薪资"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 工作年限"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{k:\"99\",v:\"请选择\"},{k:\"01\",v:\"在校生/应届生\"},{k:\"02\",v:\"1-3年\"},{k:\"03\",v:\"3-5年\"},{k:\"04\",v:\"5-10年\"},{k:\"05\",v:\"10年以上\"},{k:\"06\",v:\"无需经验\"}],'"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "工作年限=res.content.decode('gbk').split('d_search_workyear=')[1].split('window.d_search_providesalary=')[0]\n",
    "工作年限"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 学历要求"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{k:\"99\",v:\"请选择\"},{k:\"01\",v:\"初中及以下\"},{k:\"02\",v:\"高中/中技/中专\"},{k:\"03\",v:\"大专\"},{k:\"04\",v:\"本科\"},{k:\"05\",v:\"硕士\"},{k:\"06\",v:\"博士\"},{k:\"07\",v:\"无学历要求\"}]'"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data=res.content.decode('gbk').split('d_search_degreefrom=')[1].split(',window.d_search_jobterm=')[0]\n",
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 将v:\"\"的值取出来"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['请选择', '初中及以下', '中技', '大专', '本科', '硕士', '博士', '无学历要求']"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import re\n",
    "xueliyaoqiu = res.content.decode('gbk').split('d_search_degreefrom=')[1].split('window.d_search_jobterm=')[0]#从script文件中爬取相对应的信息\n",
    "xueliyaoqiu_list=re.findall(r'\\[(.+?)\\]',xueliyaoqiu)#将被字符串包围的列表转换为被列表包围的字符串\n",
    "k = re.findall(r'\\d+',xueliyaoqiu_list[0])#取出k的值\n",
    "v = re.findall(r'\\w+',xueliyaoqiu_list[0])#将data里面的信息取出来\n",
    "v1 = v[3],v[7],v[12],v[17],v[21],v[25],v[29],v[33]#取出v的值\n",
    "学历 = list(v1)\n",
    "学历"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 将k和v的值各自取出来"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'99': '请选择', '01': '初中及以下', '02': '中技', '03': '大专', '04': '本科', '05': '硕士', '06': '博士', '07': '无学历要求'}\n"
     ]
    }
   ],
   "source": [
    "学历参数构建 = dict(zip(k, 学历))#将两个列表之间拼接起来，纵向排列\n",
    "print(学历参数构建)#横向排列\n",
    "# 学历参数构建"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 构建参数模板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "参数模版_list= ['https', 'search.51job.com', '/list/030200,000000,0000,00,9,99,%2B,2,1.html', '', 'lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=', ''] \n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 构建参数模板\n",
    "url = \"https://search.51job.com/list/030200,000000,0000,00,9,99,%2B,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\"\n",
    "参数模版 = urllib.parse.urlparse(url)#解析参数模板\n",
    "参数模版_list = pd.Series(参数模版).tolist()#将解析的url以列表形式展开\n",
    "print(\"参数模版_list=\",参数模版_list,'\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['lang=c',\n",
       " 'postchannel=0000',\n",
       " 'workyear=99',\n",
       " 'cotype=99°reefrom=99',\n",
       " 'jobterm=99',\n",
       " 'companysize=99',\n",
       " 'ord_field=0',\n",
       " 'dibiaoid=0',\n",
       " 'line=',\n",
       " 'welfare=']"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 分割参数模版，方便后续改参数\n",
    "参数 = 参数模版_list[4].split(\"&\")#从参数模板_list从第4位开始取值，并以&进行分割\n",
    "参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [],
   "source": [
    "def 学历模板(k):\n",
    "    '''改学历参数，跳转到51job相关链接'''\n",
    "#     修改参数，合成新的参数模版\n",
    "    k_values = 学历参数构建[k]\n",
    "    参数[4] = 'degreefrom='+ k_values\n",
    "    学历 = \"&\".join(参数)\n",
    "    参数模版_list[4] = 学历\n",
    "    # 输出新参数链接\n",
    "    学历_参数 =  urllib.parse.urlunparse(参数模版_list)        \n",
    "    return (学历_参数)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # 试验 可替换关键词\n",
    "# 学历_url = 学历模板('本科')\n",
    "# 学历"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 公司性质"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "参数模版_list= ['https', 'search.51job.com', '/list/030200,000000,0000,00,9,99,%2B,2,1.html', '', 'lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=', ''] \n",
      "\n"
     ]
    }
   ],
   "source": [
    "url1 = \"https://search.51job.com/list/030200,000000,0000,00,9,99,%2B,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\"\n",
    "参数模版1 = urllib.parse.urlparse(url1)\n",
    "参数模版1_list = pd.Series(参数模版1).tolist()\n",
    "print(\"参数模版_list=\",参数模版1_list,'\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [],
   "source": [
    "公司性质 = res.content.decode('gbk').split('d_search_cottype=')[1].split('window.d_search_workyear=')[0]\n",
    "公司性质_list=re.findall(r'\\[(.+?)\\]',公司性质)\n",
    "k1 = re.findall(r'\\d+',公司性质_list[0])\n",
    "v = re.findall(r'\\w+',公司性质_list[0])\n",
    "v2 = v[3],v[7],v[12],v[17],v[21],v[25],v[29],v[33],v[37],v[41],v[45],v[49]\n",
    "公司 = list(v2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'请选择': '99', '国企': '04', '欧美': '01', '非欧美': '02', '上市公司': '10', '合资': '03', '民营公司': '05', '外企代表处': '06', '政府机关': '07', '事业单位': '08', '非营利组织': '09', '创业公司': '11'}\n"
     ]
    }
   ],
   "source": [
    "公司参数构建 = dict(zip(公司, k1))\n",
    "print(公司参数构建)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['lang=c',\n",
       " 'postchannel=0000',\n",
       " 'workyear=99',\n",
       " 'cotype=99°reefrom=99',\n",
       " 'jobterm=99',\n",
       " 'companysize=99',\n",
       " 'ord_field=0',\n",
       " 'dibiaoid=0',\n",
       " 'line=',\n",
       " 'welfare=']"
      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数1 = 参数模版1_list[4].split(\"&\")\n",
    "参数1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{k:\"99\",v:\"请选择\"},{k:\"04\",v:\"国企\"},{k:\"01\",v:\"外资（欧美）\"},{k:\"02\",v:\"外资（非欧美）\"},{k:\"10\",v:\"上市公司\"},{k:\"03\",v:\"合资\"},{k:\"05\",v:\"民营公司\"},{k:\"06\",v:\"外企代表处\"},{k:\"07\",v:\"政府机关\"},{k:\"08\",v:\"事业单位\"},{k:\"09\",v:\"非营利组织\"},{k:\"11\",v:\"创业公司\"}]'"
      ]
     },
     "execution_count": 205,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dict_list=res.content.decode('gbk').split('d_search_cottype=')[1].split(',window.d_search_workyear=')[0]\n",
    "dict_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [],
   "source": [
    "def 公司模版(k):\n",
    "    k_values = 公司参数构建[k]\n",
    "    参数1[3] = 'cotype='+ k_values\n",
    "    公司 = \"&\".join(参数1)\n",
    "    参数模版1_list[4] = 公司\n",
    "    公司_参数 =  urllib.parse.urlunparse(参数模版1_list)      \n",
    "    公司_参数   \n",
    "    return (公司_参数)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030200,000000,0000,00,9,99,%2B,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 207,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "公司模版('国企')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 公司规模"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'=[{k:\"99\",v:\"请选择\"},{k:\"01\",v:\"少于50人\"},{k:\"02\",v:\"50-150人\"},{k:\"03\",v:\"150-500人\"},{k:\"04\",v:\"500-1000人\"},{k:\"05\",v:\"1000-5000人\"},{k:\"06\",v:\"5000-10000人\"},{k:\"07\",v:\"10000人以上\"}]'"
      ]
     },
     "execution_count": 208,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "公司规模=res.content.decode('gbk').split('d_search_companysize')[1].split(',window.d_search_degreefrom=')[0]\n",
    "公司规模"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 薪资福利"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{k:\"01\",v:\"五险一金\"},{k:\"02\",v:\"带薪年假\"},{k:\"03\",v:\"节日福利\"},{k:\"04\",v:\"周末双休\"},{k:\"05\",v:\"绩效奖金\"},{k:\"06\",v:\"员工旅游\"},{k:\"07\",v:\"立即上岗\"},{k:\"08\",v:\"专业培训\"},{k:\"09\",v:\"全勤奖\"},{k:\"10\",v:\"年终双薪\"},{k:\"11\",v:\"定期体检\"},{k:\"12\",v:\"交通补贴\"},{k:\"13\",v:\"通讯补贴\"},{k:\"14\",v:\"出差补贴\"},{k:\"15\",v:\"包住\"},{k:\"16\",v:\"人才推荐奖\"},{k:\"17\",v:\"高温补贴\"},{k:\"18\",v:\"包吃包住\"},{k:\"19\",v:\"弹性工作\"},{k:\"20\",v:\"补充医疗保险\"},{k:\"21\",v:\"年终分红\"},{k:\"22\",v:\"免费班车\"},{k:\"23\",v:\"出国机会\"},{k:\"24\",v:\"住房补贴\"},{k:\"25\",v:\"包吃\"},{k:\"26\",v:\"股票期权\"},{k:\"27\",v:\"采暖补贴\"},{k:\"28\",v:\"做一休一\"},{k:\"29\",v:\"加班补贴\"},{k:\"30\",v:\"餐饮补贴\"},{k:\"31\",v:\"补充公积金\"},{k:\"32\",v:\"补充养老保险\"},{k:\"33\",v:\"年终奖金\"},{k:\"34\",v:\"季度奖金\"},{k:\"35\",v:\"团队聚餐\"},{k:\"36\",v:\"每年多次调薪\"},{k:\"37\",v:\"落户办理\"},{k:\"38\",v:\"免息房贷\"},{k:\"39\",v:\"全员持股\"},{k:\"40\",v:\"子女教育津贴\"},{k:\"41\",v:\"子女保险\"},{k:\"42\",v:\"家人免费体检\"},{k:\"43\",v:\"家属免费医疗\"},{k:\"44\",v:\"外派津贴\"},{k:\"45\",v:\"电脑补助\"},{k:\"46\",v:\"油费补贴\"},{k:\"47\",v:\"职位津贴\"},{k:\"48\",v:\"配车\"},{k:\"49\",v:\"不加班\"},{k:\"50\",v:\"科研奖励\"},{k:\"51\",v:\"在职研究生培养\"},{k:\"52\",v:\"健身俱乐部\"},{k:\"53\",v:\"探亲假\"},{k:\"54\",v:\"母婴室\"},{k:\"55\",v:\"做五休二\"},{k:\"56\",v:\"做六休一\"},{k:\"57\",v:\"无试用期\"},{k:\"58\",v:\"工作服\"},{k:\"59\",v:\"夫妻房\"}]}'"
      ]
     },
     "execution_count": 209,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "薪资福利=res.content.decode('gbk').split('d_search_welfare=')[1].split(',function(e,t)')[0]\n",
    "薪资福利"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 工作类型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{k:\"99\",v:\"请选择\"},{k:\"01\",v:\"全职\"},{k:\"02\",v:\"兼职\"},{k:\"03\",v:\"实习全职\"},{k:\"04\",v:\"实习兼职\"}]'"
      ]
     },
     "execution_count": 210,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "工作类型=res.content.decode('gbk').split('d_search_jobterm=')[1].split(',window.d_search_issuedate=')[0]\n",
    "工作类型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 行业类型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "参数模版2_list= ['https', 'search.51job.com', '/list/030200,000000,0000,00,9,99,%2B,2,1.html', '', 'lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=', ''] \n",
      "\n"
     ]
    }
   ],
   "source": [
    "url2 = \"https://search.51job.com/list/030200,000000,0000,00,9,99,%2B,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\"\n",
    "参数模版2 = urllib.parse.urlparse(url2)\n",
    "参数模版2_list = pd.Series(参数模版2).tolist()\n",
    "print(\"参数模版2_list=\",参数模版2_list,'\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {},
   "outputs": [],
   "source": [
    "行业领域 = res.content.decode('gbk').split('window.it=')[1].split('function(e,t)')[0]\n",
    "行业领域_list = re.findall(r'\\{(.+?)\\}',行业领域)\n",
    "k2 = re.findall(r'\\d+',行业领域_list[0])\n",
    "# 正则表达式取出所有汉字和数字\n",
    "v3 = re.findall(r'[^\"\":,]+',行业领域_list[0])\n",
    "# 修改参数结构后，奇数为数字，偶数为汉字\n",
    "行业 = list(v3[1::2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'计算机软件': '01', '计算机硬件': '37', '计算机服务(系统、数据服务、维修)': '38', '通信/电信/网络设备': '31', '通信/电信运营、增值服务': '39', '互联网/电子商务': '32', '网络游戏': '40', '电子技术/半导体/集成电路': '02', '仪器仪表/工业自动化': '35', '会计/审计': '41', '金融/投资/证券': '03', '银行': '42', '保险': '43', '信托/担保/拍卖/典当': '62', '贸易/进出口': '04', '批发/零售': '22', '快速消费品(食品、饮料、化妆品)': '05', '服装/纺织/皮革': '06', '家具/家电/玩具/礼品': '44', '奢侈品/收藏品/工艺品/珠宝': '60', '办公用品及设备': '45', '机械/设备/重工': '14', '汽车': '33', '汽车零配件': '65', '制药/生物工程': '08', '医疗/护理/卫生': '46', '医疗设备/器械': '47', '广告': '12', '公关/市场推广/会展': '48', '影视/媒体/艺术/文化传播': '49', '文字媒体/出版': '13', '印刷/包装/造纸': '15', '房地产': '26', '建筑/建材/工程': '09', '家居/室内设计/装潢': '50', '物业管理/商业中心': '51', '中介服务': '34', '租赁服务': '63', '专业服务(咨询、人力资源、财会)': '07', '外包服务': '59', '检测，认证': '52', '法律': '18', '教育/培训/院校': '23', '学术/科研': '24', '餐饮业': '11', '酒店/旅游': '53', '娱乐/休闲/体育': '17', '美容/保健': '54', '生活服务': '27', '交通/运输/物流': '21', '航天/航空': '55', '石油/化工/矿产/地质': '19', '采掘业/冶炼': '16', '电气/电力/水利': '36', '新能源': '61', '原材料和加工': '56', '政府/公共事业': '28', '非营利组织': '57', '环保': '20', '农/林/牧/渔': '29', '多元化业务集团公司': '58'}\n"
     ]
    }
   ],
   "source": [
    "行业领域参数构建 = dict(zip(行业, k2))\n",
    "print(行业领域参数构建)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['/list/030200', '000000', '0000', '00', '9', '99', '%2B', '2', '1.html']"
      ]
     },
     "execution_count": 214,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数2 = 参数模版2_list[2].split(\",\")\n",
    "参数2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {},
   "outputs": [],
   "source": [
    "def 行业领域模版(k):\n",
    "    参数2[3] = 行业领域参数构建[k]\n",
    "    行业 = \",\".join(参数2)\n",
    "    参数模版2_list[2] = 行业\n",
    "    行业_参数 =  urllib.parse.urlunparse(参数模版2_list)      \n",
    "    行业_参数   \n",
    "    return (行业_参数)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030200,000000,0000,18,9,99,%2B,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 216,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业领域模版('法律')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{\"01\":\"计算机软件\",37:\"计算机硬件\",38:\"计算机服务(系统、数据服务、维修)\",31:\"通信/电信/网络设备\",39:\"通信/电信运营、增值服务\",32:\"互联网/电子商务\",40:\"网络游戏\",\"02\":\"电子技术/半导体/集成电路\",35:\"仪器仪表/工业自动化\",41:\"会计/审计\",\"03\":\"金融/投资/证券\",42:\"银行\",43:\"保险\",62:\"信托/担保/拍卖/典当\",\"04\":\"贸易/进出口\",22:\"批发/零售\",\"05\":\"快速消费品(食品、饮料、化妆品)\",\"06\":\"服装/纺织/皮革\",44:\"家具/家电/玩具/礼品\",60:\"奢侈品/收藏品/工艺品/珠宝\",45:\"办公用品及设备\",14:\"机械/设备/重工\",33:\"汽车\",65:\"汽车零配件\",\"08\":\"制药/生物工程\",46:\"医疗/护理/卫生\",47:\"医疗设备/器械\",12:\"广告\",48:\"公关/市场推广/会展\",49:\"影视/媒体/艺术/文化传播\",13:\"文字媒体/出版\",15:\"印刷/包装/造纸\",26:\"房地产\",\"09\":\"建筑/建材/工程\",50:\"家居/室内设计/装潢\",51:\"物业管理/商业中心\",34:\"中介服务\",63:\"租赁服务\",\"07\":\"专业服务(咨询、人力资源、财会)\",59:\"外包服务\",52:\"检测，认证\",18:\"法律\",23:\"教育/培训/院校\",24:\"学术/科研\",11:\"餐饮业\",53:\"酒店/旅游\",17:\"娱乐/休闲/体育\",54:\"美容/保健\",27:\"生活服务\",21:\"交通/运输/物流\",55:\"航天/航空\",19:\"石油/化工/矿产/地质\",16:\"采掘业/冶炼\",36:\"电气/电力/水利\",61:\"新能源\",56:\"原材料和加工\",28:\"政府/公共事业\",57:\"非营利组织\",20:\"环保\",29:\"农/林/牧/渔\",58:\"多元化业务集团公司\"}}'"
      ]
     },
     "execution_count": 217,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业类型=res.content.decode('gbk').split('window.it=')[1].split(',function(e,t)')[0]\n",
    "行业类型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 岗位类型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "参数模版3_list= ['https', 'search.51job.com', '/list/030200,000000,0000,00,9,99,%2B,2,1.html', '', 'lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=', ''] \n",
      "\n"
     ]
    }
   ],
   "source": [
    "url3 = \"https://search.51job.com/list/030200,000000,0000,00,9,99,%2B,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\"\n",
    "参数模版3 = urllib.parse.urlparse(url3)\n",
    "参数模版3_list = pd.Series(参数模版3).tolist()\n",
    "print(\"参数模版3_list=\",参数模版3_list,'\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {},
   "outputs": [],
   "source": [
    "工作职能 = res.content.decode('gbk').split('window.ft=')[1].split('function(e,t)')[0]\n",
    "工作职能_list = re.findall(r'\\{(.+?)\\}',工作职能)\n",
    "# 正则表达式取出所有汉字和数字\n",
    "v4 = re.findall(r'[^\"\":,]+',工作职能_list[0])\n",
    "# 同上，奇数为数字，偶数为汉字\n",
    "职能 = list(v4[1::2])\n",
    "k3 = list(v4[::2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'后端开发': '0100', 'Java开发工程师': '0121', 'PHP开发工程师': '0120', 'C/C++开发工程师': '0122', 'Python开发工程师': '0124', '.NET开发工程师': '0126', 'C#开发工程师': '0153', 'Ruby开发工程师': '0151', 'Go开发工程师': '0152', '大数据开发工程师': '0130', 'Hadoop工程师': '0129', '爬虫开发工程师': '0131', '脚本开发工程师': '0132', '多媒体开发工程师': '0133', 'GIS工程师': '0155', '全栈工程师': '0154', 'ERP技术开发': '0117', '区块链开发': '0128', '高级软件工程师': '0106', '软件工程师': '0107', '系统架构设计师': '0143', '系统分析员': '0123', '技术文员/助理': '0149', '技术文档工程师': '0150', '其他': '6508', '移动开发': '7700', 'Android开发工程师': '7701', 'iOS开发工程师': '7702', '小程序开发工程师': '7705', '移动开发工程师': '7703', '前端开发': '7200', 'Web前端开发': '7201', 'HTML5开发工程师': '7202', '人工智能': '7300', '机器学习工程师': '7301', '深度学习工程师': '7302', '图像算法工程师': '7303', '图像处理工程师': '7304', '图像识别工程师': '7305', '语音识别工程师': '7306', '机器视觉工程师': '7307', '自然语言处理(NLP)': '7308', '算法工程师': '7309', '推荐算法工程师': '7310', '搜索算法工程师': '7311', '游戏': '7800', '游戏策划师': '7801', '游戏系统策划': '7802', '游戏数值策划': '7803', '游戏关卡策划': '7804', '游戏文案策划/剧情策划': '7805', '游戏界面设计师': '7806', '游戏角色设计师': '7820', '游戏特效设计师': '7817', 'UE4特效师': '7822', '游戏动作设计师': '7818', '游戏场景设计师': '7819', '游戏原画师': '7807', '游戏动画师': '7808', '游戏开发工程师': '7809', 'Cocos2d-x开发工程师': '7810', 'Unity3d开发工程师': '7811', 'UE4开发工程师': '7823', '游戏客户端开发工程师': '7812', '游戏服务端开发工程师': '7813', '游戏测试': '7821', '游戏运营': '7814', '电子竞技运营': '7815', '视觉/交互设计': '7400', '平面设计总监': '7420', '平面设计经理/主管': '7421', '平面设计师': '7413', '美工/电商设计师': '7419', 'UI设计师': '7412', '视觉设计师': '7403', '网页设计师': '7401', '用户体验（UE/UX）设计师': '7404', '交互设计师': '7402', '动画/3D设计': '7422', '特效设计师': '7407', '原画师': '7418', '绘画': '7417', '多媒体设计': '7416', 'Flash设计师': '7406', '音效设计师': '7408', '计算机辅助设计工程师': '7409', '仿真应用工程师': '7410', '网站架构设计师': '7405', '工业/艺术设计': '0900', '工业设计/产品设计': '0919', '包装设计': '0927', '展览/展示/店面设计': '0925', '家具设计': '0940', '家居设计': '0941', '照明设计': '0934', '陈列设计': '0936', '工艺品/珠宝设计鉴定': '0920', '玩具设计': '0929', '测试': '2700', '软件测试工程师': '2707', '功能测试': '2718', '性能测试': '2719', '安全测试': '2724', '自动化测试': '2720', '移动端测试': '2721', '测试开发': '2722', '测试总监': '2726', '测试经理': '2705', '测试主管': '2723', '系统测试': '2706', '标准化工程师': '2704', '测试工程师': '2725', '运维/技术支持': '7900', '运维工程师': '7901', '自动化运维工程师': '7920', '系统工程师': '7902', '数据库工程师(DBA)': '7903', '系统集成工程师': '7904', 'ERP实施顾问': '7905', '网络安全工程师': '7906', '运维开发': '7915', '网站维护工程师': '7907', '技术支持/维护经理': '7908', '技术支持/维护工程师': '7909', '配置管理工程师': '7910', 'IT经理/IT主管': '7912', '网络工程师(IT工程师)': '7913', '网络管理(Helpdesk)': '7914', '网络维修': '7916', '手机维修': '7917', '电脑维修': '7918', '数据': '7500', '数据分析经理/主管': '7502', '数据分析师': '7501', 'ETL开发工程师': '7503', 'BI工程师': '7504', '数据仓库工程师': '7505', '数据采集工程师': '7506', '数据建模工程师': '7507', '数据治理工程师': '7508', '产品': '6600', '产品总监': '6604', '产品经理/主管': '6602', '互联网产品经理': '6605', '移动产品经理': '6606', '用户产品经理': '6607', '电商产品经理': '6608', '产品专员': '6601', '产品助理': '6603', '需求工程师': '6609', '运营': '8e3', '运营总监': '8050', '运营经理': '8049', '运营主管': '8048', '运营专员': '8047', '运营助理': '8053', '网站运营总监': '8030', '网站运营经理/主管': '8003', '网站运营专员': '8016', '网络推广总监': '8032', '网络推广经理/主管': '8033', '网络推广专员': '8034', 'SEO/SEM': '8024', '信息流优化师': '8046', '新媒体运营': '8010', '直播运营': '8059', '微信运营': '8055', '微博运营': '8054', '用户运营': '8041', '社区/社群运营': '8058', '活动运营': '8042', '内容运营': '8043', '品类运营': '8051', '数据运营': '8044', '线下运营': '8045', '产品运营': '8057', '网站编辑': '8007', '内容审核': '8052', '网站策划': '8006', '电子商务': '6100', '电商总监': '6111', '电商经理/电商主管': '6110', '电商专员': '6109', '电商运营': '6102', '跨境电商运营': '6112', '网店店长': '6101', '网店店铺管理员': '6103', '网店客服': '6104', '店铺推广': '6105', '网店模特': '6107', '技术管理': '2600', '首席技术执行官CTO': '2611', '首席信息官CIO': '2612', '技术总监/经理': '2602', '项目总监': '3513', '项目经理': '2606', '项目主管': '2607', '项目执行/协调人员': '2608', '项目助理': '2610', '半导体/芯片': '6700', '集成电路IC设计/应用工程师': '6701', '芯片架构工程师': '6727', 'FPGA开发工程师': '6728', 'MEMS工程师': '6729', '射频芯片设计': '6730', '模拟芯片工程师': '6731', '版图设计工程师': '6722', '模拟版图工程师': '6732', '数字前端工程师': '6733', 'IC验证工程师': '6702', 'FPGA原型验证工程师': '6734', 'EDA工程师': '6735', '可测性设计工程师(DFT)': '6736', '数字后端工程师': '6737', '芯片测试工程师': '6738', 'FAE 现场应用工程师': '6712', '半导体工艺工程师': '6723', '工艺整合工程师(PIE)': '6740', '半导体设备工程师': '6739', '失效分析工程师(FA)': '6741', '封装工程师': '6760', '封装研发工程师': '6744', '半导体测试工程师': '6750', '芯片销售工程师': '6746', '半导体器件工程师': '6761', '半导体文档工程师': '6747', '半导体产品经理/产品工程师': '6748', '半导体技术': '6707', '电子/电器/仪器仪表': '2900', '电子工程师/技术员': '2903', 'PCB工程师': '2964', '电子技术研发工程师': '2917', '电子软件开发(ARM/MCU...)': '2909', '电子元器件工程师': '2962', '电子工艺工程师': '2951', 'SMT工程师': '2965', '电子设备工程师': '2959', '电子/电器维修工程师/技师': '2920', '嵌入式软件开发(Linux/单片机/PLC/DSP…)': '2910', '嵌入式硬件开发(主板机…)': '2919', '硬件工程师': '2955', '高级硬件工程师': '2956', '硬件测试工程师': '2957', '电气工程师/技术员': '2904', 'PLC工程师': '2966', '电路工程师/技术员(模拟/数字)': '2905', '电声/音响工程师/技术员': '2906', '电池/电源开发': '2911', '仪器/仪表/计量分析师': '2914', '计量工程师': '2958', '激光/光电子技术': '2918', '变压器与磁电工程师': '2921', '家用电器/数码产品研发': '2913', '自动控制工程师/技术员': '2908', '机器人调试工程师': '2963', '安防系统工程师': '2925', '电子销售工程师': '2952', '电子文档工程师': '2953', '电子产品经理/产品工程师': '2954', '通信技术开发及应用': '2800', '通信技术工程师': '2801', '无线通信工程师': '2803', '有线传输工程师': '2802', '射频工程师': '2815', '数据通信工程师': '2805', '通信网络工程师': '2807', '核心网工程师': '2819', '基站工程师': '2818', '通信设备工程师': '2820', '通信电源工程师': '2808', '电信交换工程师': '2804', '光通信工程师': '2814', '通信测试工程师': '2816', '通信销售工程师': '2817', '通信文档工程师': '2812', '通信产品经理/产品工程师': '2813', '通信项目管理': '2821', '销售管理': '0200', '销售总监': '0201', '销售经理': '0202', '销售主管': '0203', '业务拓展主管/经理': '0232', '渠道/分销总监': '0233', '渠道/分销经理': '0207', '渠道/分销主管': '0220', '大客户管理': '0235', '客户经理/主管': '0208', '区域销售总监': '0230', '区域销售经理': '0226', '区域销售主管': '0236', '城市经理': '0237', '团购经理/主管': '0234', '销售人员': '3e3', '大客户销售': '3009', '销售代表': '3001', '区域销售代表': '3014', '渠道/分销专员': '3002', '客户代表': '3003', '销售工程师': '3004', '电话销售': '3005', '地推专员': '3017', '门店销售': '3016', '海外销售': '3015', '网络销售/在线销售': '3010', '直播销售': '3013', '团购业务员': '3008', '经销商': '3006', '会籍顾问': '3011', '销售助理': '3012', '销售行政及商务': '3100', '销售行政经理/主管': '3101', '销售行政专员': '3102', '业务分析经理/主管': '3108', '业务分析专员/助理': '3109', '商务经理': '3103', '商务主管/专员': '3104', '商务助理': '3105', '销售行政助理': '3106', '客服及支持': '3200', '客服总监': '3201', '客服经理': '3202', '客服主管': '3203', '客服专员/助理': '3204', '客户关系经理/主管': '3210', '售前/售后技术支持经理': '3205', '售前/售后技术支持主管': '3206', '售前/售后技术支持工程师': '3207', '咨询热线/呼叫中心服务人员': '3208', '网络/在线客服': '3213', '投诉专员': '3211', 'VIP专员': '3212', '财务/审计/税务': '0400', '首席财务官 CFO': '0444', '财务总监': '0401', '财务经理': '0402', '财务专员': '0458', '财务顾问': '0445', '财务主管/总账主管': '0403', '财务助理/财务文员': '0422', '财务分析经理/主管': '0406', '财务分析员': '0407', '固定资产会计': '0448', '会计经理/会计主管': '0404', '会计': '0405', '会计助理': '0457', '成本经理/成本主管': '0408', '成本管理员': '0409', '出纳员': '0414', '资金经理/主管': '0449', '资金专员': '0450', '审计经理/主管': '0410', '审计专员/助理': '0419', '税务经理/税务主管': '0411', '税务专员/助理': '0412', '统计员': '0446', '金融/证券/期货/投资': '3300', '证券/期货/外汇经纪人': '3301', '证券分析师': '3302', '期货分析师': '3319', '量化研究': '3316', '证券交易员': '3320', '股票/期货操盘手': '3303', '金融/经济研究员': '3304', '金融产品经理': '3312', '金融产品销售': '3315', '机构业务销售': '3317', '投资总监': '3322', '投资经理': '3323', '基金经理': '3341', '投资顾问': '3325', '理财顾问': '3326', '投资银行业务': '3307', '投资银行财务分析': '3313', '融资经理/融资主管': '3308', '融资专员': '3309', '营业部总经理/副总经理': '3318', '风险管理/控制': '3314', '资产管理': '3324', '拍卖/担保/典当业务': '3310', '银行': '2200', '行长/副行长': '2207', '银行客户总监': '2231', '个人业务部门经理/主管': '2223', '个人业务客户经理': '2224', '公司业务部门经理/主管': '2225', '公司业务客户经理': '2226', '综合业务经理/主管': '2227', '综合业务专员': '2228', '理财经理': '2233', '资产评估/分析': '2208', '风险控制': '2209', '信贷管理': '2215', '催收': '3340', '信审核查': '2229', '进出口/信用证结算': '2210', '外汇交易': '2212', '清算人员': '2211', '高级客户经理/客户经理': '2213', '客户主管/专员': '2214', '营业部大堂经理': '2230', '信用卡销售': '2222', '呼叫中心客服': '2232', '银行柜员': '2216', '小微信贷专员': '2234', '保险': '3400', '保险精算师': '3401', '保险产品开发/项目策划': '3402', '保险业务经理/主管': '3403', '保险经纪人/保险代理': '3404', '保险电销': '3414', '保险核保': '3407', '保险理赔': '3408', '保险客户服务/续期管理': '3409', '保险培训师': '3410', '保险内勤': '3411', '契约管理': '3413', '理财顾问/财务规划师': '3405', '储备经理人': '3406', '保险业务推动/督导': '3415', '生产/营运': '3500', '工厂经理/厂长': '3501', '总工程师/副总工程师': '3502', '项目经理/主管': '0833', '项目工程师': '3504', '营运经理': '3505', '营运主管': '3506', '生产总监': '3514', '生产经理/车间主任': '3507', '生产主管': '3509', '生产领班/组长': '3515', '生产计划/物料管理(PMC)': '3508', '生产文员': '3512', '生产跟单': '3518', '设备主管': '3516', '化验员': '3510', '厂务': '3517', '质量安全': '3600', '质量管理/测试经理(QA/QC经理)': '3601', '质量管理/测试主管(QA/QC主管)': '3602', '质量管理/测试工程师(QA/QC工程师)': '3603', '可靠度工程师': '3605', '故障分析工程师': '3606', '认证工程师': '3607', '体系工程师': '3608', '质检员/测试员(QC)': '3604', '审核员': '3615', '环境/健康/安全经理/主管（EHS）': '3609', '环境/健康/安全工程师（EHS）': '3610', '安全员': '2129', '供应商管理': '3611', '采购材料、设备质量管理': '3612', '工程/机械/能源': '0500', '技术研发经理/主管': '0510', '技术研发工程师': '0511', '产品工艺/制程工程师': '0547', '产品规划工程师': '0559', '项目管理': '0584', '实验室负责人/工程师': '0512', '工程/设备经理': '0513', '工程/设备主管': '0514', '工程/设备工程师': '0515', '工程/机械绘图员': '0523', '工业工程师': '0560', '材料工程师': '0582', '机械工程师': '0539', '结构工程师': '0561', '模具工程师': '0548', '机电工程师': '0544', '机械设计': '0586', '模具设计': '0587', '维修经理/主管': '0580', '维修工程师': '0537', '装配工程师/技师': '0581', '铸造/锻造工程师/技师': '0562', '注塑工程师/技师': '0563', '焊接工程师/技师': '0564', '夹具工程师/技师': '0565', 'CNC工程师': '0566', '冲压工程师/技师': '0567', '锅炉工程师/技师': '0568', '电力工程师/技术员': '0569', '光源与照明工程': '0570', '光伏系统工程师': '0583', '汽车/摩托车工程师': '0571', '船舶工程师': '0572', '轨道交通工程师/技术员': '0575', '飞机维修机械师': '0576', '飞行器设计与制造': '0573', '水利/水电工程师': '0577', '空调/热能工程师': '0585', '石油天然气技术人员': '0578', '矿产勘探/地质勘测工程师': '0579', '汽车研发设计': '7100', '汽车项目管理': '7101', '汽车设计工程师': '7102', '车身/造型设计': '7103', '汽车结构工程师': '7104', '内外饰工程师': '7105', '汽车电子工程师': '7106', '电气/电器工程师': '7107', '附件系统工程师': '7108', '动力总成工程师': '7109', '发动机工程师': '7110', '底盘工程师': '7111', '汽车安全性能工程师': '7112', '汽车试验工程师': '7113', '新能源电池工程师': '7114', '新能源电控工程师': '7115', '新能源电机工程师': '7116', '汽车标定工程师': '7117', '发动机匹配工程师': '7118', '车联网工程师': '7119', '智能驾驶工程师': '7120', '研发总监/部长/专家': '7121', '汽车制造': '5400', '汽车质量工程师': '5404', '供应商质量工程师': '5421', '前期质量工程师': '5422', '过程质量工程师': '5423', '客户质量工程师': '5424', '汽车装配工艺工程师': '5406', '总装工程师': '5425', '焊接工艺工程师': '5426', '冲压工艺工程师': '5427', '涂装工艺工程师': '5428', '汽车销售与服务': '5900', '汽车销售/经纪人': '5903', '售后服务/客户服务': '5902', '汽车金融销售': '5916', '汽车金融经理': '5918', '汽车金融专员': '5917', '车险定损/理赔': '5915', '汽车修理工': '5907', '汽车检验/检测': '5905', '汽车装饰美容': '5906', '汽车钣金': '5913', '汽车喷漆': '5914', '汽车电工': '5912', '洗车工': '5908', '4S店经理/维修站经理': '5901', '二手车评估师': '5904', '加油站工作员': '5910', '技工普工': '3700', '普工/操作工': '3710', '技工': '3701', '叉车司机/铲车司机': '3707', '吊车司机': '3728', '挖掘机司机': '3729', '组装工': '3715', '包装工': '3716', '焊工': '3703', '氩弧焊工': '3717', '电工': '3706', '电力线路工': '3718', '旋压工': '3719', '仪表工': '3720', '电镀工': '3721', '喷塑工': '3722', '水工': '3709', '木工': '2139', '漆工': '3724', '空调工': '3708', '电梯工': '2141', '锅炉工': '3726', '3D打印操作员': '3730', '学徒工': '3727', '服装/纺织/皮革': '3800', '服装/纺织设计总监': '3812', '服装/纺织设计': '3801', '服装/纺织/皮革工艺师': '3813', '面料辅料开发': '3802', '面料辅料采购': '3803', '服装/纺织/皮革跟单': '3804', '服装领班': '3814', '服装纺织质检员(QA/QC)': '3805', '板房/楦头/底格出格师': '3806', '电脑放码员': '3811', '纸样师/车板工': '3808', '裁床': '3809', '打样/制版': '3807', '裁剪工': '3815', '缝纫工': '3816', '手缝工': '3817', '烫工': '3818', '样衣工': '3819', '纺织工': '3820', '针织工': '3821', '配色工': '3822', '印染工': '3823', '漂染工': '3824', '挡车工': '3825', '整经工': '3826', '细纱工': '3827', '浆纱工': '3828', '采购': '3900', '采购总监': '3901', '采购经理': '3902', '采购主管': '3903', '采购员': '3904', '采购助理': '3905', '买手': '3908', '供应商开发': '3909', '贸易': '4e3', '贸易/外贸经理/主管': '4001', '贸易/外贸专员/助理': '4002', '外贸销售': '4009', '国内贸易人员': '4003', '业务跟单经理': '4004', '高级业务跟单': '4005', '业务跟单': '4006', '助理业务跟单': '4007', '物流/仓储': '0800', '物流总监': '0827', '物流经理': '0801', '物流主管': '0802', '物流专员/助理': '0814', '物流销售': '0837', '供应链总监': '0828', '供应链经理': '0825', '供应链主管/专员': '0826', '物料经理': '0803', '物料主管/专员': '0804', '仓库经理/主管': '0808', '仓库管理员': '0809', '仓库文员': '0840', '订单处理员': '0834', '运输经理/主管': '0810', '货运代理': '0829', '集装箱业务': '0830', '海关事务管理': '0832', '报关与报检': '0811', '单证员': '0812', '船务/空运陆运操作': '0815', '快递员': '0813', '分拣员': '0838', '调度员': '0831', '安检员': '0835', '仓储理货员': '0823', '搬运工': '0836', '装卸工': '0839', '生物/制药/医疗器械': '4100', '生物工程/生物制药': '4101', '化学分析测试员': '4116', '医药技术研发管理人员': '4103', '医药技术研发人员': '4104', '医药学术推广': '4126', '临床研究员': '4105', '临床协调员': '4106', '临床监查员': '4127', '临床数据分析员': '4123', '药品注册': '4107', '药品生产/质量管理': '4108', '药品市场推广经理': '4109', '药品市场推广主管/专员': '4110', '医药招商': '4120', '政府事务管理': '4121', '招投标管理': '4122', '医药销售经理/主管': '4111', '医药代表': '4112', '医药销售人员': '4102', '医疗器械注册': '4117', '医疗器械研发': '4124', '医疗器械生产/质量管理': '4118', '医疗器械市场推广': '4113', '医疗器械销售经理/主管': '4125', '医疗器械销售代表': '4114', '医疗器械维修人员': '4119', '化工': '5500', '化工技术应用/化工工程师': '5501', '化工实验室研究员/技术员': '5502', '涂料研发工程师': '5503', '配色技术员': '5504', '塑料工程师': '5505', '化妆品研发': '5506', '食品/饮料研发': '5507', '造纸研发': '5509', '医院/医疗/护理': '1300', '医院管理人员': '1302', '综合门诊/全科医生': '1328', '内科医生': '1301', '外科医生': '1317', '专科医生': '1318', '牙科医生': '1319', '妇产科医生': '1337', '眼科医生': '1339', '美容整形师': '1320', '医美咨询': '1329', '麻醉医生': '1308', '超声影像/放射科医师': '1327', '理疗师': '1321', '中医科医生': '1322', '针灸/推拿': '1313', '儿科医生': '1325', '心理医生': '1309', '心理咨询师': '1335', '营养师': '1314', '健康管理师': '1330', '药库主任/药剂师': '1304', '医学检验': '1310', '核酸检测员': '1331', '公共卫生/疾病控制': '1323', '消毒员': '1333', '防疫员': '1332', '护理主任/护士长': '1324', '护士/护理人员': '1305', '导医': '1336', '兽医': '1315', '验光师': '1326', '广告': '4200', '广告客户总监/副总监': '4201', '广告客户经理': '4202', '广告客户主管/专员': '4203', '广告创意总监': '4205', '广告创意/设计经理': '4204', '广告创意/设计主管/专员': '4206', '广告制作执行': '4212', '广告销售': '4213', '美术指导': '4211', '文案/策划': '4207', '企业/业务发展经理': '4208', '企业策划人员': '4209', '公关/媒介': '4300', '公关总监': '4315', '公关经理': '4301', '公关主管': '4302', '公关专员': '4303', '会务/会展经理': '4304', '会务/会展主管': '4305', '会务/会展专员': '4306', '媒介经理': '4307', '媒介主管': '4308', '媒介专员': '4309', '公关/媒介助理': '4310', '媒介销售': '4312', '活动策划': '4313', '活动执行': '4314', '市场/营销': '0300', '市场/营销/拓展总监': '0301', '市场/营销/拓展经理': '0302', '市场/营销/拓展主管': '0303', '市场/营销/拓展专员': '0304', '市场助理': '0305', '互联网营销师': '0340', '市场分析/调研人员': '0324', '产品/品牌经理': '0306', '产品/品牌主管': '0307', '产品/品牌专员': '0330', '市场通路经理/主管': '0308', '市场通路专员': '0335', '市场企划经理/主管': '0336', '市场企划专员': '0337', '促销经理': '0310', '选址拓展/新店开发': '0338', '影视/媒体': '4400', '影视策划/制作人员': '4401', '导演/编导': '4402', '编剧': '4417', '制片人': '4418', '艺术/设计总监': '4403', '艺术指导/舞台美术设计': '4414', '经纪人/星探': '4404', '主播/主持人': '4405', '摄影师/摄像师': '4406', '后期制作': '4411', '视频剪辑': '4416', '音效师': '4407', '配音员': '4408', '灯光师': '4415', '放映经理/主管': '4412', '放映员': '4413', '编辑出版': '4500', '总编/副总编': '4501', '编辑': '4502', '作家/撰稿人': '4517', '记者': '4503', '电话采编': '4516', '美术编辑': '4504', '排版设计': '4505', '出版/发行': '4507', '建筑规划与设计': '6900', '室内设计总监': '6919', '室内设计经理/主管': '6918', '室内设计': '6901', '室内设计师助理': '6917', '软装设计': '6902', '精装设计': '6903', '家装顾问': '6920', '建筑设计师': '6905', '钢结构设计': '6906', '幕墙设计': '6907', '建筑结构设计': '6908', '建筑制图/模型/渲染': '6909', '暖通设计': '6911', '给排水设计': '6912', '建筑机电设计': '6910', '园艺/园林/景观设计': '6914', '城市规划设计': '6913', '规划与设计': '6904', 'BIM工程师': '6916', '建筑工程与装潢': '2100', '建筑工程师': '2101', '高级建筑工程师/总工': '2123', '给排水/暖通工程': '2104', '幕墙工程师': '2122', '建筑机电工程师': '2103', '楼宇自动化': '2125', '智能大厦/综合布线/安防/弱电': '2126', '精装修工程师': '2146', '房修工程师': '2147', '结构/土木/土建工程师': '2102', '公路/桥梁/港口/隧道工程': '2118', '岩土工程': '2119', '测绘/测量': '2120', '开发报建': '2127', '工程造价师/预结算经理': '2105', '预结算员': '2124', '建筑工程管理/项目经理': '2106', '建筑项目助理': '2133', '建筑工程验收': '2121', '工程监理': '2107', '市政工程师': '2132', '合同管理': '2128', '资料员': '2130', '建筑安装施工员': '2111', '砌筑工': '2134', '瓦工': '2135', '混凝土工': '2136', '浇注工': '2137', '钢筋工': '2138', '油漆工': '2140', '抹灰工': '2142', '施工开料工': '2143', '管道/暖通': '2144', '工长': '2145', '消防安全': '2112', '房地产开发': '4600', '房地产项目/策划经理': '4601', '房地产项目/策划主管/专员': '4602', '房地产投资管理': '4604', '房产项目配套工程师': '4603', '房地产项目招投标': '4608', '房地产投资分析': '4610', '房地产资产管理': '4611', '监察人员': '4612', '房地产销售与中介': '6e3', '房地产销售经理/主管': '6009', '房地产销售': '6010', '房地产中介/置业顾问': '6001', '房地产评估': '6002', '房地产店长/经理': '6004', '房地产内勤': '6007', '房地产客服': '6006', '物业管理': '4700', '物业管理经理': '4702', '物业管理主管': '4714', '物业管理专员/助理': '4703', '招商/租赁/租售': '4704', '写字楼运营': '4719', '长租公寓管家/养老专员': '4717', '高级物业顾问/物业顾问': '4701', '前介工程师': '4716', '物业设施管理人员': '4705', '物业机电维修工': '4715', '物业机电工程师': '4708', '物业维修员': '4706', '停车管理员': '4709', '保安经理': '4710', '保安人员': '4711', '保洁': '4712', '绿化工': '4713', '人力资源': '0600', '人事总监': '0601', 'HRBP': '0611', '人事经理': '0602', '人事主管': '0603', '人事专员': '0604', '人事助理': '0605', '招聘经理/主管': '0606', '招聘专员/助理': '0626', '薪资福利经理/主管': '0607', '薪资福利专员/助理': '0608', '绩效考核经理/主管': '0627', '绩效考核专员/助理': '0628', '培训经理/主管': '0609', '培训专员/助理/培训师': '0610', '企业文化/员工关系/工会管理': '0629', '人力资源信息系统专员': '0630', '劳务派遣专员': '0635', '高级管理': '0700', '首席执行官CEO/总裁/总经理': '0701', '首席运营官COO': '0707', '副总经理/副总裁': '0702', '合伙人': '0704', '总监/部门经理': '0705', '策略发展总监': '0710', '企业秘书/董事会秘书': '0711', '投资者关系': '0712', '办事处首席代表': '0708', '办事处/分公司/分支机构经理': '0709', '总裁助理/总经理助理': '0703', '行政/后勤': '2300', '行政总监': '2301', '行政经理/主管/办公室主任': '2302', '行政专员/助理': '2303', '经理助理/秘书': '2304', '文员': '2311', '党工团干事': '2310', '前台接待/总机/接待生': '2305', '图书管理员/资料管理员': '2307', '档案管理员': '2312', '电脑操作员/打字员': '2308', '后勤': '2306', '咨询/顾问': '1400', '专业顾问': '1401', '咨询总监': '1402', '咨询经理': '1403', '专业培训师': '1406', '咨询员': '1404', '调研员': '1409', '猎头/人才中介': '1408', '情报信息分析人员': '1407', '律师/法务/合规': '1100', '律师/法律顾问': '1101', '律师助理': '1103', '法务总监': '1111', '法务经理': '1106', '法务主管/专员': '1102', '法务助理': '1107', '合规经理': '1109', '合规主管/专员': '1110', '知识产权/专利/商标': '1108', '教师': '1200', '英语老师': '1219', '数学老师': '1220', '语文老师': '1221', '物理老师': '1222', '化学老师': '1223', '日语老师': '1224', '幼教': '1207', '早教老师': '1225', '美术老师': '1228', '钢琴老师': '1233', '音乐老师': '1226', '体育教师': '1216', '其他外语老师': '1215', '在线辅导老师': '1218', '小学教师': '1209', '初中教师': '1231', '高中教师': '1232', '大学教授': '1208', '职业技术教师': '1211', '讲师/助教': '1204', '家教': '1205', '兼职教师': '1210', '教育咨询': '8100', '课程顾问': '8101', '招生老师': '8102', '学习规划师': '8103', '留学顾问': '8104', '教育管理': '8200', '校长': '8201', '班主任/辅导员': '8202', '院校教务管理人员': '8203', '园长': '8204', '教研组长/主管': '8205', '教研员': '8206', '教师培训/师训': '8207', '培训': '5700', '培训督导': '5701', '培训讲师': '5702', '培训策划': '5703', '培训产品开发': '5707', '培训助理': '5704', '科研': '1e3', '科研管理人员': '1002', '科研人员': '1001', '餐饮服务': '4800', '餐饮店长/经理': '4801', '餐饮大堂经理': '4819', '餐厅领班': '4802', '餐饮服务员': '4803', '行政主厨/厨师长': '4806', '中餐厨师': '4807', '西餐厨师': '4820', '日式厨师': '4821', '面点师': '4822', '西点师': '4823', '厨师助理/学徒': '4812', '茶艺师': '4809', '咖啡师': '4816', '调酒师/侍酒师/吧台员': '4808', '礼仪/迎宾': '4804', '餐饮预订员': '4824', '餐饮收银员': '4818', '配菜/打荷': '4813', '传菜主管': '4811', '传菜员': '4825', '洗碗工': '4814', '送餐员': '4815', '杂工': '4817', '酒店旅游': '4900', '酒店/宾馆经理': '4901', '酒店/宾馆销售': '4902', '预订主管': '4916', '预订员': '4917', '酒店大堂经理': '4903', '酒店前台': '4905', '宴会管理': '4912', '宾客服务经理': '4915', '楼面经理': '4904', '客房服务员/楼面服务员': '4906', '健身房服务': '4918', '行李员': '4907', '管家部经理/主管': '4914', '清洁服务人员': '4908', '旅游产品销售': '4919', '行程管理/计调': '4920', '签证专员': '4921', '导游/旅行顾问': '4909', '票务': '4910', '机场代表': '4913', '美容保健': '5e3', '美容店长': '5018', '美容培训师/导师': '5016', '美容顾问': '5001', '美容师': '5019', '美容助理': '5002', '彩妆培训师': '5013', '专柜彩妆顾问(BA)': '5014', '化妆师': '5020', '造型师': '5021', '美发店长': '5022', '发型师': '5004', '发型助理/学徒': '5005', '美甲师': '5006', '美体师': '5017', '瘦身顾问': '5003', 'SPA 技师': '5023', '按摩': '5007', '足疗': '5024', '宠物护理/美容': '5010', '百货零售': '5100', '门店经理/店长': '5101', '店长助理': '5122', '品类管理': '5112', '品牌/连锁招商管理': '5114', '奢侈品业务': '5115', '店员/营业员': '5102', '珠宝销售顾问': '5116', '促销主管/督导/巡店': '5117', '导购管理': '5123', '促销员/导购员': '5105', '收银主管': '5103', '收银员': '5119', '陈列管理': '5124', '陈列员': '5104', '收货员': '5120', '理货员': '5121', '商品管理': '5130', '安防主管': '5113', '防损员/内保': '5108', '西点师/面包糕点加工': '5109', '生鲜食品加工/处理': '5110', '熟食加工': '5111', '兼职店员': '5106', '交通运输服务': '1800', '飞机机长/副机长': '1822', '空乘人员': '1823', '列车/地铁车长': '1825', '船长/副船长': '1827', '商务司机': '1810', '客运司机': '1830', '货运司机': '1831', '出租车司机': '1832', '班车司机': '1833', '列车/地铁司机': '1826', '特种车司机': '1835', '驾校教练': '1839', '代驾': '1840', '地勤人员': '1824', '乘务员': '1801', '船员': '1828', '家政保洁': '5200', '家政服务/保姆': '5206', '月嫂': '5209', '育婴师/保育员': '5210', '护工': '5211', '清洁工': '5205', '钟点工': '5212', '洗衣工': '5213', '送水工': '5214', '保镖': '5202', '空调维修': '5215', '家电维修': '5216', '寻呼员/话务员': '5203', '政府/非盈利机构': '1500', '公务员': '1501', '志愿者/社会工作者': '1502', '城市管理网格员': '1503', '翻译': '2e3', '英语翻译': '2001', '日语翻译': '2002', '德语翻译': '2003', '法语翻译': '2004', '俄语翻译': '2005', '意大利语翻译': '2010', '西班牙语翻译': '2006', '葡萄牙语翻译': '2011', '阿拉伯语翻译': '2009', '韩语/朝鲜语翻译': '2007', '泰语翻译': '2012', '中国方言翻译': '2013', '其他语种翻译': '2008', '在校学生': '1600', '研究生': '1605', '大学/大专应届毕业生': '1602', '中专/职校生': '1601', '储备干部/培训生/实习生': '1700', '储备干部': '1702', '培训生': '1701', '实习生': '1703', '兼职': '5301', '环保': '5600', '环保工程师': '5601', '环境影响评价工程师': '5604', '生态治理/规划': '5609', '环保检测': '5605', '水质检测员': '5606', '水处理工程师': '5602', '固废工程师': '5607', '废气处理工程师': '5608', '农/林/牧/渔': '5800', '养殖部主管': '5801', '场长(农/林/牧/渔业)': '5802', '农艺师': '5803', '畜牧师': '5804', '饲养员': '5805', '农业技术员': '5808', '动物营养/饲料研发': '5806', '驯兽师/助理驯兽师': '5810', '机械机床': '6200', '数控操机': '6201', '数控编程': '6202', '机修工': '6203', '折弯工': '6204', '车工': '6205', '磨工': '6206', '铣工': '6207', '冲压工': '6208', '刨工': '6209', '钳工': '6210', '钻工': '6211', '镗工': '6212', '铆工': '6213', '钣金工': '6214', '抛光工': '6215', '切割技工': '6216', '模具工': '6217', '炼胶工': '6218', '硫化工': '6219', '吹膜工': '6220', '注塑工': '6221', '印刷包装': '6300', '印刷工': '6301', '校对/录入': '6302', '调色员': '6304', '烫金工': '6305', '晒版员': '6306', '印刷排版/制版': '6307', '装订工': '6308', '印刷机械机长': '6309', '数码直印/菲林输出': '6310', '调墨技师': '6311', '电分操作员': '6312', '打稿机操作员': '6313', '切纸机操作工': '6314', '裱胶工': '6315', '压痕工': '6316', '复卷工': '6317', '运动健身': '6400', '健身顾问/教练': '6401', '瑜伽老师': '6402', '舞蹈老师': '6403', '游泳教练': '6404', '救生员': '6405', '高尔夫教练': '6406', '体育运动教练': '6407', '休闲娱乐': '6500', '网络主播': '6512', '主播助理': '6513', '带货主播': '6514', '司仪': '6501', '婚礼/庆典策划服务': '6502', 'DJ': '6503', '驻唱/歌手': '6504', '舞蹈演员': '6505', '模特': '6506', '演员/群众演员': '6507', '娱乐领班': '6509', '娱乐服务员': '6510', '前台迎宾': '6511'}\n"
     ]
    }
   ],
   "source": [
    "工作职能参数构建 = dict(zip(职能, k3))\n",
    "print(工作职能参数构建)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['/list/030200', '000000', '0000', '00', '9', '99', '%2B', '2', '1.html']"
      ]
     },
     "execution_count": 221,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数3 = 参数模版3_list[2].split(\",\")\n",
    "参数3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {},
   "outputs": [],
   "source": [
    "def 工作职能模版(k):\n",
    "    参数3[2] = 工作职能参数构建[k]\n",
    "    职能 = \",\".join(参数3)\n",
    "    参数模版3_list[2] = 职能\n",
    "    职能_参数 =  urllib.parse.urlunparse(参数模版3_list)      \n",
    "    职能_参数   \n",
    "    return (职能_参数)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030200,000000,7821,00,9,99,%2B,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 223,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数3[2] = 工作职能参数构建['游戏测试']\n",
    "职能 = \",\".join(参数3)\n",
    "参数模版3_list[2] = 职能\n",
    "职能_参数 =  urllib.parse.urlunparse(参数模版3_list)      \n",
    "职能_参数   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030200,000000,7821,00,9,99,%2B,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 224,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "工作职能模版('游戏测试')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       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\"0705\":\"总监/部门经理\",\"0710\":\"策略发展总监\",\"0711\":\"企业秘书/董事会秘书\",\"0712\":\"投资者关系\",\"0708\":\"办事处首席代表\",\"0709\":\"办事处/分公司/分支机构经理\",\"0703\":\"总裁助理/总经理助理\",\"0706\":\"其他\",2300:\"行政/后勤\",2301:\"行政总监\",2302:\"行政经理/主管/办公室主任\",2303:\"行政专员/助理\",2304:\"经理助理/秘书\",2311:\"文员\",2310:\"党工团干事\",2305:\"前台接待/总机/接待生\",2307:\"图书管理员/资料管理员\",2312:\"档案管理员\",2308:\"电脑操作员/打字员\",2306:\"后勤\",2309:\"其他\",1400:\"咨询/顾问\",1401:\"专业顾问\",1402:\"咨询总监\",1403:\"咨询经理\",1406:\"专业培训师\",1404:\"咨询员\",1409:\"调研员\",1408:\"猎头/人才中介\",1407:\"情报信息分析人员\",1405:\"其他\",1100:\"律师/法务/合规\",1101:\"律师/法律顾问\",1103:\"律师助理\",1111:\"法务总监\",1106:\"法务经理\",1102:\"法务主管/专员\",1107:\"法务助理\",1109:\"合规经理\",1110:\"合规主管/专员\",1108:\"知识产权/专利/商标\",1105:\"其他\",1200:\"教师\",1219:\"英语老师\",1220:\"数学老师\",1221:\"语文老师\",1222:\"物理老师\",1223:\"化学老师\",1224:\"日语老师\",1207:\"幼教\",1225:\"早教老师\",1228:\"美术老师\",1233:\"钢琴老师\",1226:\"音乐老师\",1216:\"体育教师\",1215:\"其他外语老师\",1218:\"在线辅导老师\",1209:\"小学教师\",1231:\"初中教师\",1232:\"高中教师\",1208:\"大学教授\",1211:\"职业技术教师\",1204:\"讲师/助教\",1205:\"家教\",1210:\"兼职教师\",1206:\"其他\",8100:\"教育咨询\",8101:\"课程顾问\",8102:\"招生老师\",8103:\"学习规划师\",8104:\"留学顾问\",8105:\"其他\",8200:\"教育管理\",8201:\"校长\",8202:\"班主任/辅导员\",8203:\"院校教务管理人员\",8204:\"园长\",8205:\"教研组长/主管\",8206:\"教研员\",8207:\"教师培训/师训\",8208:\"其他\",5700:\"培训\",5701:\"培训督导\",5702:\"培训讲师\",5703:\"培训策划\",5707:\"培训产品开发\",5704:\"培训助理\",5705:\"其他\",1e3:\"科研\",1002:\"科研管理人员\",1001:\"科研人员\",4800:\"餐饮服务\",4801:\"餐饮店长/经理\",4819:\"餐饮大堂经理\",4802:\"餐厅领班\",4803:\"餐饮服务员\",4806:\"行政主厨/厨师长\",4807:\"中餐厨师\",4820:\"西餐厨师\",4821:\"日式厨师\",4822:\"面点师\",4823:\"西点师\",4812:\"厨师助理/学徒\",4809:\"茶艺师\",4816:\"咖啡师\",4808:\"调酒师/侍酒师/吧台员\",4804:\"礼仪/迎宾\",4824:\"餐饮预订员\",4818:\"餐饮收银员\",4813:\"配菜/打荷\",4811:\"传菜主管\",4825:\"传菜员\",4814:\"洗碗工\",4815:\"送餐员\",4817:\"杂工\",4810:\"其他\",4900:\"酒店旅游\",4901:\"酒店/宾馆经理\",4902:\"酒店/宾馆销售\",4916:\"预订主管\",4917:\"预订员\",4903:\"酒店大堂经理\",4905:\"酒店前台\",4912:\"宴会管理\",4915:\"宾客服务经理\",4904:\"楼面经理\",4906:\"客房服务员/楼面服务员\",4918:\"健身房服务\",4907:\"行李员\",4914:\"管家部经理/主管\",4908:\"清洁服务人员\",4919:\"旅游产品销售\",4920:\"行程管理/计调\",4921:\"签证专员\",4909:\"导游/旅行顾问\",4910:\"票务\",4913:\"机场代表\",4911:\"其他\",5e3:\"美容保健\",5018:\"美容店长\",5016:\"美容培训师/导师\",5001:\"美容顾问\",5019:\"美容师\",5002:\"美容助理\",5013:\"彩妆培训师\",5014:\"专柜彩妆顾问(BA)\",5020:\"化妆师\",5021:\"造型师\",5022:\"美发店长\",5004:\"发型师\",5005:\"发型助理/学徒\",5006:\"美甲师\",5017:\"美体师\",5003:\"瘦身顾问\",5023:\"SPA 技师\",5007:\"按摩\",5024:\"足疗\",5010:\"宠物护理/美容\",5011:\"其他\",5100:\"百货零售\",5101:\"门店经理/店长\",5122:\"店长助理\",5112:\"品类管理\",5114:\"品牌/连锁招商管理\",5115:\"奢侈品业务\",5102:\"店员/营业员\",5116:\"珠宝销售顾问\",5117:\"促销主管/督导/巡店\",5123:\"导购管理\",5105:\"促销员/导购员\",5103:\"收银主管\",5119:\"收银员\",5124:\"陈列管理\",5104:\"陈列员\",5120:\"收货员\",5121:\"理货员\",5130:\"商品管理\",5113:\"安防主管\",5108:\"防损员/内保\",5109:\"西点师/面包糕点加工\",5110:\"生鲜食品加工/处理\",5111:\"熟食加工\",5106:\"兼职店员\",5107:\"其他\",1800:\"交通运输服务\",1822:\"飞机机长/副机长\",1823:\"空乘人员\",1825:\"列车/地铁车长\",1827:\"船长/副船长\",1810:\"商务司机\",1830:\"客运司机\",1831:\"货运司机\",1832:\"出租车司机\",1833:\"班车司机\",1826:\"列车/地铁司机\",1835:\"特种车司机\",1839:\"驾校教练\",1840:\"代驾\",1824:\"地勤人员\",1801:\"乘务员\",1828:\"船员\",1829:\"其他\",5200:\"家政保洁\",5206:\"家政服务/保姆\",5209:\"月嫂\",5210:\"育婴师/保育员\",5211:\"护工\",5205:\"清洁工\",5212:\"钟点工\",5213:\"洗衣工\",5214:\"送水工\",5202:\"保镖\",5215:\"空调维修\",5216:\"家电维修\",5203:\"寻呼员/话务员\",5207:\"其他\",1500:\"政府/非盈利机构\",1501:\"公务员\",1502:\"志愿者/社会工作者\",1503:\"城市管理网格员\",2e3:\"翻译\",2001:\"英语翻译\",2002:\"日语翻译\",2003:\"德语翻译\",2004:\"法语翻译\",2005:\"俄语翻译\",2010:\"意大利语翻译\",2006:\"西班牙语翻译\",2011:\"葡萄牙语翻译\",2009:\"阿拉伯语翻译\",2007:\"韩语/朝鲜语翻译\",2012:\"泰语翻译\",2013:\"中国方言翻译\",2008:\"其他语种翻译\",1600:\"在校学生\",1605:\"研究生\",1602:\"大学/大专应届毕业生\",1601:\"中专/职校生\",1604:\"其他\",1700:\"储备干部/培训生/实习生\",1702:\"储备干部\",1701:\"培训生\",1703:\"实习生\",5300:\"兼职\",5301:\"兼职\",5600:\"环保\",5601:\"环保工程师\",5604:\"环境影响评价工程师\",5609:\"生态治理/规划\",5605:\"环保检测\",5606:\"水质检测员\",5602:\"水处理工程师\",5607:\"固废工程师\",5608:\"废气处理工程师\",5603:\"其他\",5800:\"农/林/牧/渔\",5801:\"养殖部主管\",5802:\"场长(农/林/牧/渔业)\",5803:\"农艺师\",5804:\"畜牧师\",5805:\"饲养员\",5808:\"农业技术员\",5806:\"动物营养/饲料研发\",5810:\"驯兽师/助理驯兽师\",5807:\"其他\",6200:\"机械机床\",6201:\"数控操机\",6202:\"数控编程\",6203:\"机修工\",6204:\"折弯工\",6205:\"车工\",6206:\"磨工\",6207:\"铣工\",6208:\"冲压工\",6209:\"刨工\",6210:\"钳工\",6211:\"钻工\",6212:\"镗工\",6213:\"铆工\",6214:\"钣金工\",6215:\"抛光工\",6216:\"切割技工\",6217:\"模具工\",6218:\"炼胶工\",6219:\"硫化工\",6220:\"吹膜工\",6221:\"注塑工\",6222:\"其他\",6300:\"印刷包装\",6301:\"印刷工\",6302:\"校对/录入\",6304:\"调色员\",6305:\"烫金工\",6306:\"晒版员\",6307:\"印刷排版/制版\",6308:\"装订工\",6309:\"印刷机械机长\",6310:\"数码直印/菲林输出\",6311:\"调墨技师\",6312:\"电分操作员\",6313:\"打稿机操作员\",6314:\"切纸机操作工\",6315:\"裱胶工\",6316:\"压痕工\",6317:\"复卷工\",6318:\"其他\",6400:\"运动健身\",6401:\"健身顾问/教练\",6402:\"瑜伽老师\",6403:\"舞蹈老师\",6404:\"游泳教练\",6405:\"救生员\",6406:\"高尔夫教练\",6407:\"体育运动教练\",6408:\"其他\",6500:\"休闲娱乐\",6512:\"网络主播\",6513:\"主播助理\",6514:\"带货主播\",6501:\"司仪\",6502:\"婚礼/庆典策划服务\",6503:\"DJ\",6504:\"驻唱/歌手\",6505:\"舞蹈演员\",6506:\"模特\",6507:\"演员/群众演员\",6509:\"娱乐领班\",6510:\"娱乐服务员\",6511:\"前台迎宾\",6508:\"其他\"}}'"
      ]
     },
     "execution_count": 225,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "岗位类型=res.content.decode('gbk').split('window.ft=')[1].split(',function(e,t)')[0]\n",
    "岗位类型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 发布日期"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{k:\"0\",v:\"24小时内\"},{k:\"1\",v:\"近三天\"},{k:\"2\",v:\"近一周\"},{k:\"3\",v:\"近一月\"},{k:\"4\",v:\"其他\"}]'"
      ]
     },
     "execution_count": 226,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "发布日期=res.content.decode('gbk').split('d_search_issuedate=')[1].split(',window.d_search_welfare=')[0]\n",
    "发布日期"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {},
   "outputs": [],
   "source": [
    "def 全参数模版(job,industry,company):\n",
    "    url = \"https://search.51job.com/list/030200,000000,0000,00,9,99,%2B,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\"\n",
    "    参数模版 = urllib.parse.urlparse(url)\n",
    "    参数模版_list = pd.Series(参数模版).tolist()\n",
    "    \n",
    "    参数 = 参数模版_list[2].split(\",\")\n",
    "    参数[2] = 工作职能参数构建[job]\n",
    "    职能 = \",\".join(参数)\n",
    "    参数模版_list[2] = 职能        \n",
    "    \n",
    "    参数[3] = 行业领域参数构建[industry]\n",
    "    行业 = \",\".join(参数)\n",
    "    参数模版_list[2] = 行业      \n",
    "    \n",
    "    k_values = 公司参数构建[company]\n",
    "    参数1[3] = 'cotype='+ k_values\n",
    "    公司 = \"&\".join(参数1)\n",
    "    参数模版_list[4] = 公司\n",
    "    结果 =  urllib.parse.urlunparse(参数模版_list)       \n",
    "    return (结果)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 228,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "geturl = 全参数模版('后端开发','计算机软件','民营公司')\n",
    "geturl"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 翻页"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "metadata": {},
   "outputs": [],
   "source": [
    "#解析url\n",
    "session = HTMLSession()\n",
    "r = session.get(geturl)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'top_ads': [],\n",
       " 'auction_ads': [],\n",
       " 'market_ads': [],\n",
       " 'engine_search_result': [{'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132057384',\n",
       "   'coid': '2411617',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132057384.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java开发工程师',\n",
       "   'job_title': 'Java开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2411617.html',\n",
       "   'company_name': '大连亿达信息技术有限公司深圳分公司',\n",
       "   'providesalary_text': '1.2-1.7万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 09:34:50',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充商业保险 公积金 年终奖金 员工旅游 定期体检 带薪年假',\n",
       "   'jobwelf_list': ['五险一金', '补充商业保险', '公积金', '年终奖金', '员工旅游', '定期体检', '带薪年假'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招2人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '89622233',\n",
       "   'coid': '484325',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hdq\\\\/89622233.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'JAVA软件开发员',\n",
       "   'job_title': 'JAVA软件开发员',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co484325.html',\n",
       "   'company_name': '广州盖特软件有限公司',\n",
       "   'providesalary_text': '0.5-2万\\\\/月',\n",
       "   'workarea': '030208',\n",
       "   'workarea_text': '广州-花都区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 19:32:15',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '绩效奖金 员工旅游 通讯补贴 社保',\n",
       "   'jobwelf_list': ['绩效奖金', '员工旅游', '通讯补贴', '社保'],\n",
       "   'attribute_text': ['广州-花都区', '3-4年经验', '大专', '招3人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '119107844',\n",
       "   'coid': '3459381',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/119107844.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java开发工程师',\n",
       "   'job_title': 'Java开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3459381.html',\n",
       "   'company_name': '广州八斗软件科技有限公司',\n",
       "   'providesalary_text': '7-9.9千\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 18:51:30',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 年终奖金 带薪年假 团建旅游 节日礼品',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '年终奖金', '带薪年假', '团建旅游', '节日礼品'],\n",
       "   'attribute_text': ['广州', '2年经验', '大专', '招5人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132091257',\n",
       "   'coid': '286624',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/132091257.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java开发工程师',\n",
       "   'job_title': 'Java开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co286624.html',\n",
       "   'company_name': '武大吉奥信息技术有限公司',\n",
       "   'providesalary_text': '1.1-2万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 18:50:28',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 交通补贴 餐饮补贴 年终奖金 补充医疗保险',\n",
       "   'jobwelf_list': ['五险一金', '交通补贴', '餐饮补贴', '年终奖金', '补充医疗保险'],\n",
       "   'attribute_text': ['广州-越秀区', '3-4年经验', '大专', '招3人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132091083',\n",
       "   'coid': '6475104',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/132091083.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '高级Java开发工程师 (MJ004050)',\n",
       "   'job_title': '高级Java开发工程师 (MJ004050)',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coBWVVNVM3AzgCZgRnUDE.html',\n",
       "   'company_name': '广州欢聚时代信息科技有限公司',\n",
       "   'providesalary_text': '2-4万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 18:40:40',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-番禺区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '5000-10000人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132090831',\n",
       "   'coid': '3986721',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/132090831.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '大数据工程师',\n",
       "   'job_title': '大数据工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3986721.html',\n",
       "   'company_name': '深圳极联信息技术股份有限公司',\n",
       "   'providesalary_text': '1.2-2万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 18:31:01',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 交通补贴 餐饮补贴 通讯补贴 年终奖金 弹性工作 定期体检',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '员工旅游',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴',\n",
       "    '年终奖金',\n",
       "    '弹性工作',\n",
       "    '定期体检'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '87655990',\n",
       "   'coid': '3706093',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/87655990.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '.NET开发工程师',\n",
       "   'job_title': '.NET开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3706093.html',\n",
       "   'company_name': '广州壹豆网络科技有限公司',\n",
       "   'providesalary_text': '1-2.3万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 18:11:39',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 通讯补贴 绩效奖金 年终奖金 弹性工作 定期体检 周末双休 专业培训',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '通讯补贴',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '弹性工作',\n",
       "    '定期体检',\n",
       "    '周末双休',\n",
       "    '专业培训'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '87450007',\n",
       "   'coid': '4088631',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-byq\\\\/87450007.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Wordpress\\\\/PHP程序员',\n",
       "   'job_title': 'Wordpress\\\\/PHP程序员',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4088631.html',\n",
       "   'company_name': '广州品推科技有限公司',\n",
       "   'providesalary_text': '0.8-1万\\\\/月',\n",
       "   'workarea': '030205',\n",
       "   'workarea_text': '广州-白云区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-20 17:53:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '交通补贴 住房补贴 高提成 节日福利',\n",
       "   'jobwelf_list': ['交通补贴', '住房补贴', '高提成', '节日福利'],\n",
       "   'attribute_text': ['广州-白云区', '1年经验', '大专', '招1人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131014309',\n",
       "   'coid': '2507690',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/131014309.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'web全栈工程师',\n",
       "   'job_title': 'web全栈工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2507690.html',\n",
       "   'company_name': '北京吉威时代软件股份有限公司',\n",
       "   'providesalary_text': '1.2-2万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 17:44:08',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 交通补贴 餐饮补贴 通讯补贴 绩效奖金 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '交通补贴', '餐饮补贴', '通讯补贴', '绩效奖金', '年终奖金'],\n",
       "   'attribute_text': ['广州-越秀区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '122805030',\n",
       "   'coid': '5913047',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/122805030.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '高级java后端工程师',\n",
       "   'job_title': '高级java后端工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5913047.html',\n",
       "   'company_name': '平潭柒云科技有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 17:31:34',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132087441',\n",
       "   'coid': '5825231',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132087441.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '软件开发工程师',\n",
       "   'job_title': '软件开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5825231.html',\n",
       "   'company_name': '广州铂威信息科技有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 17:22:39',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 员工旅游 专业培训 餐饮补贴 通讯补贴 交通补贴 定期体检 社保',\n",
       "   'jobwelf_list': ['周末双休',\n",
       "    '员工旅游',\n",
       "    '专业培训',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴',\n",
       "    '交通补贴',\n",
       "    '定期体检',\n",
       "    '社保'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131939331',\n",
       "   'coid': '2899422',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131939331.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'JAVA中高级开发工程师（大数据方向）',\n",
       "   'job_title': 'JAVA中高级开发工程师（大数据方向）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2899422.html',\n",
       "   'company_name': '广州金越软件技术有限公司',\n",
       "   'providesalary_text': '1.1-2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 17:21:05',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 交通补贴 年终奖金 绩效奖金 周末双休 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '交通补贴', '年终奖金', '绩效奖金', '周末双休', '定期体检'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '本科', '招5人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131297169',\n",
       "   'coid': '5995168',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/131297169.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '软件开发工程师',\n",
       "   'job_title': '软件开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5995168.html',\n",
       "   'company_name': '广州极智信息科技有限公司',\n",
       "   'providesalary_text': '6-9千\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 17:18:28',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 带薪年假 五险一金 节日福利 绩效奖金',\n",
       "   'jobwelf_list': ['周末双休', '带薪年假', '五险一金', '节日福利', '绩效奖金'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '66609378',\n",
       "   'coid': '2238477',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/66609378.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java软件工程师',\n",
       "   'job_title': 'Java软件工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2238477.html',\n",
       "   'company_name': '学府信息技术咨询（广州）有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 17:17:02',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 补充医疗保险 专业培训 年终奖金 带薪年假',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '补充医疗保险', '专业培训', '年终奖金', '带薪年假'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '大专', '招5人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '51472179',\n",
       "   'coid': '2012368',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/51472179.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'JAVA高级软件工程师',\n",
       "   'job_title': 'JAVA高级软件工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2012368.html',\n",
       "   'company_name': '广东铭太信息科技有限公司',\n",
       "   'providesalary_text': '1.2-2.5万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-20 16:55:22',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金',\n",
       "   'jobwelf_list': ['五险一金'],\n",
       "   'attribute_text': ['广州', '5-7年经验', '大专', '招10人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132084162',\n",
       "   'coid': '5802627',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/yichang-xlq\\\\/132084162.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '大数据开发工程师（Y-HZ05）',\n",
       "   'job_title': '大数据开发工程师（Y-HZ05）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5802627.html',\n",
       "   'company_name': '健新科技',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '180301',\n",
       "   'workarea_text': '异地招聘',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 16:40:49',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 餐饮补贴 年终奖金 定期体检 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '餐饮补贴', '年终奖金', '定期体检', '周末双休'],\n",
       "   'attribute_text': ['异地招聘', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131779840',\n",
       "   'coid': '5766225',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/131779840.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '技术经理',\n",
       "   'job_title': '技术经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5766225.html',\n",
       "   'company_name': '广东求学圆梦网络科技有限公司',\n",
       "   'providesalary_text': '1.8-2.8万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '7',\n",
       "   'issuedate': '2021-05-20 16:36:14',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 交通补贴 餐饮补贴 专业培训 弹性工作 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '绩效奖金', '交通补贴', '餐饮补贴', '专业培训', '弹性工作', '年终奖金'],\n",
       "   'attribute_text': ['广州-越秀区', '8-9年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132064704',\n",
       "   'coid': '116999',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/132064704.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '移动端架构师',\n",
       "   'job_title': '移动端架构师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co116999.html',\n",
       "   'company_name': '江苏润和软件股份有限公司',\n",
       "   'providesalary_text': '1.5-3万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-20 16:06:48',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 年终奖金 定期体检 员工旅游 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '年终奖金', '定期体检', '员工旅游', '周末双休'],\n",
       "   'attribute_text': ['广州-黄埔区', '5-7年经验', '本科', '招2人'],\n",
       "   'companysize_text': '5000-10000人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '116635815',\n",
       "   'coid': '2438591',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/116635815.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java开发工程师',\n",
       "   'job_title': 'Java开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2438591.html',\n",
       "   'company_name': '广东扫房网络科技有限公司',\n",
       "   'providesalary_text': '0.9-1.2万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 15:35:25',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '员工旅游 绩效奖金 朝九晚六 超长带薪年假 自助餐 带薪培训 通讯补贴 补充医疗保险 免费咖啡 五险一金',\n",
       "   'jobwelf_list': ['员工旅游',\n",
       "    '绩效奖金',\n",
       "    '朝九晚六',\n",
       "    '超长带薪年假',\n",
       "    '自助餐',\n",
       "    '带薪培训',\n",
       "    '通讯补贴',\n",
       "    '补充医疗保险',\n",
       "    '免费咖啡',\n",
       "    '五险一金'],\n",
       "   'attribute_text': ['广州-黄埔区', '2年经验', '大专', '招3人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129238279',\n",
       "   'coid': '5327132',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/129238279.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '高级大数据开发工程师',\n",
       "   'job_title': '高级大数据开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5327132.html',\n",
       "   'company_name': '广州伟宏智能科技有限公司',\n",
       "   'providesalary_text': '0.8-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 15:29:41',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 年终奖金 定期体检 补充医疗保险 弹性工作',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '年终奖金', '定期体检', '补充医疗保险', '弹性工作'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '92903822',\n",
       "   'coid': '3577126',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/92903822.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java开发工程师',\n",
       "   'job_title': 'Java开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3577126.html',\n",
       "   'company_name': '北京公瑾科技有限公司广州分公司（慧算账）',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 14:59:02',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 周末双休 绩效奖金 年终奖金 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '周末双休', '绩效奖金', '年终奖金', '定期体检'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招3人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129470130',\n",
       "   'coid': '4078879',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/129470130.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java开发工程师',\n",
       "   'job_title': 'Java开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4078879.html',\n",
       "   'company_name': '广州讯一佳信息科技有限公司',\n",
       "   'providesalary_text': '1.2-1.8万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-20 14:41:03',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充公积金 专业培训 定期体检 绩效奖金 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '补充公积金', '专业培训', '定期体检', '绩效奖金', '年终奖金'],\n",
       "   'attribute_text': ['广州-天河区', '5-7年经验', '大专', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '95056623',\n",
       "   'coid': '242773',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/95056623.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java开发工程师',\n",
       "   'job_title': 'Java开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co242773.html',\n",
       "   'company_name': '广州阳普智能系统科技有限公司',\n",
       "   'providesalary_text': '0.6-1.2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-20 14:37:14',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 专业培训 绩效奖金 年终奖金 弹性工作',\n",
       "   'jobwelf_list': ['五险一金', '专业培训', '绩效奖金', '年终奖金', '弹性工作'],\n",
       "   'attribute_text': ['广州-天河区', '1年经验', '大专', '招4人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131541696',\n",
       "   'coid': '5686323',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131541696.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'C语言开发工程师',\n",
       "   'job_title': 'C语言开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5686323.html',\n",
       "   'company_name': '广州骏视信息科技有限公司',\n",
       "   'providesalary_text': '0.8-1万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 14:37:00',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 定期体检 国家法定假期 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '定期体检', '国家法定假期', '周末双休'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131735863',\n",
       "   'coid': '6454447',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-ytq\\\\/131735863.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java开发工程师',\n",
       "   'job_title': 'Java开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coB2dXN144UmhUNVYxB2U.html',\n",
       "   'company_name': '广州市南方航天科技转化研究院',\n",
       "   'providesalary_text': '7-12万\\\\/年',\n",
       "   'workarea': '040400',\n",
       "   'workarea_text': '异地招聘',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-20 14:35:17',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 周末双休 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '周末双休', '年终奖金'],\n",
       "   'attribute_text': ['异地招聘', '1年经验', '大专', '招10人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129129644',\n",
       "   'coid': '2439315',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/129129644.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'c\\\\/s开发工程师（广州）',\n",
       "   'job_title': 'c\\\\/s开发工程师（广州）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2439315.html',\n",
       "   'company_name': '上海臻鼎健康科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 14:21:04',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 弹性工作 员工旅游 出国机会 绩效奖金 年终奖金 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '弹性工作', '员工旅游', '出国机会', '绩效奖金', '年终奖金', '定期体检'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130583437',\n",
       "   'coid': '2442275',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/130583437.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java中级开发工程师',\n",
       "   'job_title': 'Java中级开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2442275.html',\n",
       "   'company_name': '广东港鑫科技有限公司',\n",
       "   'providesalary_text': '0.7-1.2万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 14:04:14',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 定期体检 员工旅游 通讯补贴 绩效奖金 年终奖金 节日礼金 补充医疗保险 交通补贴 餐饮补贴',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '定期体检',\n",
       "    '员工旅游',\n",
       "    '通讯补贴',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '节日礼金',\n",
       "    '补充医疗保险',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴'],\n",
       "   'attribute_text': ['广州', '2年经验', '本科', '招2人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '124339398',\n",
       "   'coid': '3630213',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/zhuhai-xzq\\\\/124339398.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'GO开发工程师',\n",
       "   'job_title': 'GO开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3630213.html',\n",
       "   'company_name': '珠海文景科技有限公司',\n",
       "   'providesalary_text': '1.5-2.5万\\\\/月',\n",
       "   'workarea': '030501',\n",
       "   'workarea_text': '异地招聘',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 13:49:52',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 年终奖金 全勤奖 中午包餐 异地住宿福利 年终双薪 定期体检 餐饮补贴 交通补贴',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '全勤奖',\n",
       "    '中午包餐',\n",
       "    '异地住宿福利',\n",
       "    '年终双薪',\n",
       "    '定期体检',\n",
       "    '餐饮补贴',\n",
       "    '交通补贴'],\n",
       "   'attribute_text': ['异地招聘', '2年经验', '大专', '招2人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131582613',\n",
       "   'coid': '240307',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/131582613.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java中级开发工程师',\n",
       "   'job_title': 'Java中级开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co240307.html',\n",
       "   'company_name': '广州美络信息科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 13:46:06',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 员工旅游 餐饮补贴 年终奖金 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '补充医疗保险', '员工旅游', '餐饮补贴', '年终奖金', '定期体检'],\n",
       "   'attribute_text': ['广州-越秀区', '3-4年经验', '大专', '招3人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132072055',\n",
       "   'coid': '3473754',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132072055.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '全栈开发工程师',\n",
       "   'job_title': '全栈开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3473754.html',\n",
       "   'company_name': '广州洪森科技有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 13:40:48',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 周末双休 带薪年假 节日福利',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '周末双休', '带薪年假', '节日福利'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '126668693',\n",
       "   'coid': '6172584',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/126668693.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '高级\\\\/资深Java开发工程师（非外包）',\n",
       "   'job_title': '高级\\\\/资深Java开发工程师（非外包）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6172584.html',\n",
       "   'company_name': '深圳市四千里数据科技有限公司',\n",
       "   'providesalary_text': '1-2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 11:51:28',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招6人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130202576',\n",
       "   'coid': '265762',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/beijing-hdq\\\\/130202576.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'ETL工程师（北京）',\n",
       "   'job_title': 'ETL工程师（北京）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co265762.html',\n",
       "   'company_name': '广州市品高软件股份有限公司',\n",
       "   'providesalary_text': '1.5-1.8万\\\\/月',\n",
       "   'workarea': '010800',\n",
       "   'workarea_text': '异地招聘',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 11:38:08',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '公司重点项目 五险一金 交通补贴 通讯补贴 餐饮补贴 专业培训 弹性工作 周末双休',\n",
       "   'jobwelf_list': ['公司重点项目',\n",
       "    '五险一金',\n",
       "    '交通补贴',\n",
       "    '通讯补贴',\n",
       "    '餐饮补贴',\n",
       "    '专业培训',\n",
       "    '弹性工作',\n",
       "    '周末双休'],\n",
       "   'attribute_text': ['异地招聘', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '121941008',\n",
       "   'coid': '5848278',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/121941008.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java中级开发工程师',\n",
       "   'job_title': 'Java中级开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5848278.html',\n",
       "   'company_name': '广州凯园软件科技有限公司',\n",
       "   'providesalary_text': '0.8-1.3万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 11:23:05',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 年终奖金 股票期权',\n",
       "   'jobwelf_list': ['五险一金', '绩效奖金', '年终奖金', '股票期权'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '81473473',\n",
       "   'coid': '4015601',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-byq\\\\/81473473.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'JAVA开发',\n",
       "   'job_title': 'JAVA开发',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4015601.html',\n",
       "   'company_name': '广州洪硕信息科技有限公司',\n",
       "   'providesalary_text': '0.5-1万\\\\/月',\n",
       "   'workarea': '030205',\n",
       "   'workarea_text': '广州-白云区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 11:19:55',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 专业培训 年终双薪 项目奖励 季度奖励 年度奖励 研发奖励',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '员工旅游',\n",
       "    '专业培训',\n",
       "    '年终双薪',\n",
       "    '项目奖励',\n",
       "    '季度奖励',\n",
       "    '年度奖励',\n",
       "    '研发奖励'],\n",
       "   'attribute_text': ['广州-白云区', '2年经验', '大专', '招5人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '金融\\\\/投资\\\\/证券',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131257246',\n",
       "   'coid': '3026481',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/131257246.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'PHP开发工程师',\n",
       "   'job_title': 'PHP开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3026481.html',\n",
       "   'company_name': '广州市鑫浪信息科技有限公司',\n",
       "   'providesalary_text': '0.8-1万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-20 11:19:16',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '年终奖金 带薪年假 专业培训 节日福利 全勤奖 社保 生日红包 结婚生子红包 节日提前下班 员工旅游',\n",
       "   'jobwelf_list': ['年终奖金',\n",
       "    '带薪年假',\n",
       "    '专业培训',\n",
       "    '节日福利',\n",
       "    '全勤奖',\n",
       "    '社保',\n",
       "    '生日红包',\n",
       "    '结婚生子红包',\n",
       "    '节日提前下班',\n",
       "    '员工旅游'],\n",
       "   'attribute_text': ['广州', '1年经验', '大专', '招2人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '125446736',\n",
       "   'coid': '6024243',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/foshan-ccq\\\\/125446736.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'PHP开发工程师',\n",
       "   'job_title': 'PHP开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6024243.html',\n",
       "   'company_name': '佛山市陶风互联网络科技有限公司',\n",
       "   'providesalary_text': '1.2-1.8万\\\\/月',\n",
       "   'workarea': '030601',\n",
       "   'workarea_text': '异地招聘',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 11:00:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 五险一金 加班补贴 带薪年假',\n",
       "   'jobwelf_list': ['周末双休', '五险一金', '加班补贴', '带薪年假'],\n",
       "   'attribute_text': ['异地招聘', '3-4年经验', '大专', '招2人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132064738',\n",
       "   'coid': '4455920',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132064738.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java开发工程师-GZBCS01',\n",
       "   'job_title': 'Java开发工程师-GZBCS01',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4455920.html',\n",
       "   'company_name': '网思科技股份有限公司',\n",
       "   'providesalary_text': '0.7-1.1万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 10:53:19',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 通讯补贴 绩效奖金 年终奖金 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '通讯补贴', '绩效奖金', '年终奖金', '定期体检'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '126476035',\n",
       "   'coid': '5960158',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/126476035.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '嵌入式软件工程师',\n",
       "   'job_title': '嵌入式软件工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5960158.html',\n",
       "   'company_name': '广州达泊智能科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 10:45:49',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-黄埔区', '2年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132061468',\n",
       "   'coid': '2776185',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132061468.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'java开发工程师',\n",
       "   'job_title': 'java开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2776185.html',\n",
       "   'company_name': '广州新晨信息系统工程有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 10:42:26',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 交通补贴 年终奖金 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '交通补贴', '年终奖金', '定期体检'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '118930498',\n",
       "   'coid': '2191462',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/118930498.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'JAVA 软件工程师',\n",
       "   'job_title': 'JAVA 软件工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2191462.html',\n",
       "   'company_name': '广州粤腾通信科技有限公司',\n",
       "   'providesalary_text': '0.9-2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 10:42:01',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '通讯补贴 五险一金 定期体检 绩效奖金 补充医疗保险 交通补贴 年终奖金 股票期权',\n",
       "   'jobwelf_list': ['通讯补贴',\n",
       "    '五险一金',\n",
       "    '定期体检',\n",
       "    '绩效奖金',\n",
       "    '补充医疗保险',\n",
       "    '交通补贴',\n",
       "    '年终奖金',\n",
       "    '股票期权'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '通信\\\\/电信\\\\/网络设备',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '99881395',\n",
       "   'coid': '4236824',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/99881395.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java中级开发工程师',\n",
       "   'job_title': 'Java中级开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4236824.html',\n",
       "   'company_name': '广州英赛特软件有限公司',\n",
       "   'providesalary_text': '0.7-1.1万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 10:28:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '年终奖金'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131881910',\n",
       "   'coid': '2240911',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/131881910.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'C++开发工程师',\n",
       "   'job_title': 'C++开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2240911.html',\n",
       "   'company_name': '广州弥特智能科技有限公司',\n",
       "   'providesalary_text': '0.8-1.6万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 10:23:33',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 周末双休 员工旅游 餐饮补贴 专业培训 绩效奖金 年终奖金 弹性工作',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '周末双休',\n",
       "    '员工旅游',\n",
       "    '餐饮补贴',\n",
       "    '专业培训',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '弹性工作'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '126018952',\n",
       "   'coid': '6122743',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-byq\\\\/126018952.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Python开发工程师',\n",
       "   'job_title': 'Python开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6122743.html',\n",
       "   'company_name': '广州聚沙科技投资有限公司',\n",
       "   'providesalary_text': '0.8-1.5万\\\\/月',\n",
       "   'workarea': '030205',\n",
       "   'workarea_text': '广州-白云区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 10:19:56',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 绩效奖金',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '绩效奖金'],\n",
       "   'attribute_text': ['广州-白云区', '2年经验', '本科', '招2人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '金融\\\\/投资\\\\/证券',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131957389',\n",
       "   'coid': '3057862',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131957389.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '微信小程序开发工程师',\n",
       "   'job_title': '微信小程序开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3057862.html',\n",
       "   'company_name': '广州惠天信息科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 10:16:18',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险 周末双休 节日福利 带薪年假 年终双薪',\n",
       "   'jobwelf_list': ['五险', '周末双休', '节日福利', '带薪年假', '年终双薪'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '本科', '招2人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '122098073',\n",
       "   'coid': '2521844',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/122098073.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java高级开发工程师(双休）',\n",
       "   'job_title': 'Java高级开发工程师(双休）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2521844.html',\n",
       "   'company_name': '广东泓钊教育科技有限公司',\n",
       "   'providesalary_text': '1.1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 10:07:20',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 年终奖金 绩效奖金 专业培训 员工旅游 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '年终奖金', '绩效奖金', '专业培训', '员工旅游', '周末双休'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '教育\\\\/培训\\\\/院校',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131708920',\n",
       "   'coid': '104979',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/131708920.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'Java开发工程师',\n",
       "   'job_title': 'Java开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co104979.html',\n",
       "   'company_name': '广州创想云科技有限公司',\n",
       "   'providesalary_text': '0.7-1.2万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-20 09:54:14',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 员工旅游 交通补贴 餐饮补贴 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '补充医疗保险', '员工旅游', '交通补贴', '餐饮补贴', '定期体检'],\n",
       "   'attribute_text': ['广州', '1年经验', '本科', '招2人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '75941304',\n",
       "   'coid': '3276440',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/75941304.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '中级java软件工程师',\n",
       "   'job_title': '中级java软件工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3276440.html',\n",
       "   'company_name': '广州续日计算机科技有限公司',\n",
       "   'providesalary_text': '0.8-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-20 09:53:48',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金',\n",
       "   'jobwelf_list': ['五险一金', '绩效奖金'],\n",
       "   'attribute_text': ['广州-天河区', '5-7年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132059502',\n",
       "   'coid': '450411',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132059502.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '高级Java工程师',\n",
       "   'job_title': '高级Java工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co450411.html',\n",
       "   'company_name': '广东道一信息技术股份有限公司',\n",
       "   'providesalary_text': '1.3-1.7万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 09:53:28',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 专业培训 绩效奖金 年终奖金 弹性工作 13薪',\n",
       "   'jobwelf_list': ['五险一金', '专业培训', '绩效奖金', '年终奖金', '弹性工作', '13薪'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '121350552',\n",
       "   'coid': '2726531',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/121350552.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'JAVA 工程师',\n",
       "   'job_title': 'JAVA 工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2726531.html',\n",
       "   'company_name': '广州云积软件技术有限公司',\n",
       "   'providesalary_text': '1.5-2.5万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 09:35:35',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '绩效奖金 专业培训 定期体检 员工旅游 年终奖金 六险一金',\n",
       "   'jobwelf_list': ['绩效奖金', '专业培训', '定期体检', '员工旅游', '年终奖金', '六险一金'],\n",
       "   'attribute_text': ['广州-黄埔区', '2年经验', '本科', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '50930044',\n",
       "   'coid': '2318883',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/50930044.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'java高级开发工程师',\n",
       "   'job_title': 'java高级开发工程师',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2318883.html',\n",
       "   'company_name': '广州拓波软件科技有限公司',\n",
       "   'providesalary_text': '0.9-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-20 09:32:55',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 年终奖金 绩效奖金 较少加班 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '年终奖金', '绩效奖金', '较少加班', '定期体检'],\n",
       "   'attribute_text': ['广州-天河区', '1年经验', '本科', '招2人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''}],\n",
       " 'jobid_count': '3919',\n",
       " 'banner_ads': '&lt;div class=\"mainleft s_search search_btm0\" id=\"banner_ads\"&gt;\\r\\n                                        &lt;table border=0 cellspacing=0 cellpadding=4&gt;&lt;tr&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35287308\" onmousedown=\"return AdsClick(35287308)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/36\\\\/35288\\\\/35287308\\\\/index.htm\" title=\"广州大晟健康管理有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35288\\\\/35287308\\\\/dc150-60.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35244159\" onmousedown=\"return AdsClick(35244159)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/ya\\\\/35244159\\\\/index.htm\" title=\"纯雅（广州）香精有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35245\\\\/35244159\\\\/3.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35244187\" onmousedown=\"return AdsClick(35244187)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/ya\\\\/35244187\\\\/index.htm\" title=\"高化学（上海）国际贸易有限公司广州分公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35245\\\\/35244187\\\\/5.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35212289\" onmousedown=\"return AdsClick(35212289)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/36\\\\/35213\\\\/35212289\\\\/index.htm\" title=\"广东定格文化传播有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35213\\\\/35212289\\\\/39.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35212295\" onmousedown=\"return AdsClick(35212295)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/36\\\\/35213\\\\/35212295\\\\/index.htm\" title=\"广州市图美广告材料有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35213\\\\/35212295\\\\/41.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35252748\" onmousedown=\"return AdsClick(35252748)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/gz\\\\/35252748\\\\/index.htm\" title=\"捷普电子（广州）有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35253\\\\/35252748\\\\/jp150.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n&lt;\\\\/tr&gt;\\n&lt;\\\\/table&gt;                    &lt;table border=0 cellspacing=0 cellpadding=4&gt;\\r\\n                        &lt;tr&gt;\\r\\n                            &lt;td&gt;&lt;a href=\"https:\\\\/\\\\/edu.51job.com\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/train\\\\/20200618\\\\/ad\\\\/eduad.png\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\r\\n                        &lt;\\\\/tr&gt;\\r\\n                    &lt;\\\\/table&gt;\\r\\n                                &lt;\\\\/div&gt;',\n",
       " 'is_collapseexpansion': '',\n",
       " 'co_ads': [],\n",
       " 'keyword_recommendation': {'title': '热门推荐',\n",
       "  'data_type': '2',\n",
       "  'keyword': '',\n",
       "  'data': [{'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E5%2589%258D%25E7%25A8%258B%25E6%2597%25A0%25E5%25BF%25A7%2B-%25E4%25BB%25A3%25E6%258B%259B%25E8%2581%2598%2B-51Job%25E6%258B%259B%25E8%2581%2598%25E4%25BC%259A,1,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '前程无忧招聘',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E9%2594%2580%25E5%2594%25AE,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '销售',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,java,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': 'java',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E4%25BA%25BA%25E4%25BA%258B,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '人事',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E4%25BC%259A%25E8%25AE%25A1,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '会计',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,UI,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': 'UI',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E5%25B9%25B3%25E9%259D%25A2%25E8%25AE%25BE%25E8%25AE%25A1,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '平面设计',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E8%25A1%258C%25E6%2594%25BF,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '行政',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,web%25E5%2589%258D%25E7%25AB%25AF,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': 'web前端',\n",
       "    'click': ''},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E6%2588%25BF%25E5%259C%25B0%25E4%25BA%25A7,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '房地产',\n",
       "    'click': ''}]},\n",
       " 'search_condition': {'lang': 'c',\n",
       "  'keywordtype': '2',\n",
       "  'ord_field': '0',\n",
       "  'jobarea': '030200',\n",
       "  'curr_page': '1',\n",
       "  'district': '000000',\n",
       "  'dibiaoid': '0',\n",
       "  'postchannel': '0000',\n",
       "  'reservechannel': '00000000',\n",
       "  'issuedate': '9',\n",
       "  'providesalary': '99',\n",
       "  'degreefrom': '99',\n",
       "  'companysize': '99',\n",
       "  'cotype': '05',\n",
       "  'workyear': '99',\n",
       "  'industrytype': '01',\n",
       "  'funtype': '0100',\n",
       "  'jobterm': '99',\n",
       "  'keyword': '',\n",
       "  'welfare': '',\n",
       "  'address': '',\n",
       "  'line': '',\n",
       "  'confirmdate': '9',\n",
       "  'radius': '-1',\n",
       "  'lonlat': '0,0'},\n",
       " 'searched_condition': '广州+计算机软件+后端开发+民营公司',\n",
       " 'curr_page': '1',\n",
       " 'total_page': '79',\n",
       " 'keyword_ads': [],\n",
       " 'job_search_assistance': [{'url': 'https:\\\\/\\\\/edu.51job.com\\\\/lesson_detail.php?lessonid=10602',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/train\\\\/20191220\\\\/10602.jpg?1620804516',\n",
       "   'txt': '面试中的说话之道',\n",
       "   'vtxt': '面试 求职 沟通技巧',\n",
       "   'startdate': '2020-07-28',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'},\n",
       "  {'url': 'http:\\\\/\\\\/trace.51job.com\\\\/mktrace.php?tag=lagoupc001&amp;u=aHR0cHM6Ly9lZHUuNTFqb2IuY29tL2xlc3Nvbl9kZXRhaWwucGhwP2xlc3NvbmlkPTM3MDA1&amp;k=1723ecdccac56be829f70a5cf594c656',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/banner\\\\/2020\\\\/0916\\\\/lg\\\\/fenxi960.png?1619327098',\n",
       "   'txt': '数据分析薪资高、人才缺口大',\n",
       "   'vtxt': 'Top20%学员大厂定向直推',\n",
       "   'startdate': '2021-02-01',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'},\n",
       "  {'url': 'https:\\\\/\\\\/i.51job.com\\\\/payservice\\\\/optimizeresume\\\\/introduce.php?lang=c&amp;mark=jlyh_pcsearch',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/tg\\\\/2021banner\\\\/jl_3\\\\/960_540.jpg?1619327089',\n",
       "   'txt': '一次完美简历升级，成为offer收割机',\n",
       "   'vtxt': '高薪求职第一步',\n",
       "   'startdate': '2021-02-01',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'}],\n",
       " 'seo_title': '【广州,后端开发,计算机软件招聘，求职】-前程无忧',\n",
       " 'seo_description': '前程无忧为您提供广州,后端开发,计算机软件招聘，求职信息。网聚全国各城市的人才信息，找好工作，找好员工，上前程无忧。',\n",
       " 'seo_keywords': '找工作,求职,人才,招聘'}"
      ]
     },
     "execution_count": 173,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "__SEARCH_RESULT__ = r.html.xpath(\"//script\")[-4].html.split('__SEARCH_RESULT__ = ')[1].split('</script>')[0]\n",
    "results = eval(__SEARCH_RESULT__)\n",
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'79'"
      ]
     },
     "execution_count": 174,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 获取总页数\n",
    "total_page = results['total_page']\n",
    "total_page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,2.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,3.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,4.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,5.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,6.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,7.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,8.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,9.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,10.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,11.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,12.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,13.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,14.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,15.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,16.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,17.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,18.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,19.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,20.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,21.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,22.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,23.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,24.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,25.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,26.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,27.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,28.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,29.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,30.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,31.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,32.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,33.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,34.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,35.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,36.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,37.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,38.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,39.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,40.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,41.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,42.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,43.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,44.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,45.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,46.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,47.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,48.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,49.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,50.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,51.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,52.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,53.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,54.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,55.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,56.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,57.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,58.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,59.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,60.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,61.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,62.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,63.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,64.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,65.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,66.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,67.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,68.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,69.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,70.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,71.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,72.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,73.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,74.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,75.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,76.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,77.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,78.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0100,01,9,99,%2B,2,79.html?lang=c&postchannel=0000&workyear=99&cotype=05&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=']"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_split = geturl.split(',')\n",
    "page_url_split = geturl.split(',')[8].split('.')\n",
    "url_group = []\n",
    "\n",
    "for i in range(1,int(total_page)+1):\n",
    "    # 修改链接页数\n",
    "    page_url_split[0] = str(i)\n",
    "    url_split[8] = \".\".join(page_url_split)\n",
    "    url_complete = \",\".join(url_split)\n",
    "    url_group.append(url_complete)\n",
    "    \n",
    "url_group"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {},
   "outputs": [],
   "source": [
    "list_df = []\n",
    "for i in (url_group):\n",
    "    r = session.get(i)\n",
    "    __SEARCH_RESULT__ = r.html.xpath('//script')[-4].html.split('__SEARCH_RESULT__ = ')[1].split('</script>')[0]\n",
    "    results = eval(__SEARCH_RESULT__)\n",
    "    df = pd.DataFrame(results['engine_search_result'])[['job_name','company_name','job_href','attribute_text','companyind_text','issuedate']]\n",
    "    list_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>job_name</th>\n",
       "      <th>company_name</th>\n",
       "      <th>job_href</th>\n",
       "      <th>attribute_text</th>\n",
       "      <th>companyind_text</th>\n",
       "      <th>issuedate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Java开发工程师</td>\n",
       "      <td>大连亿达信息技术有限公司深圳分公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13205...</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 大专, 招2人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-05-20 09:34:50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>JAVA软件开发员</td>\n",
       "      <td>广州盖特软件有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/89622...</td>\n",
       "      <td>[广州-花都区, 3-4年经验, 大专, 招3人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-05-20 19:32:15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Java开发工程师</td>\n",
       "      <td>广州八斗软件科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/119107844...</td>\n",
       "      <td>[广州, 2年经验, 大专, 招5人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-05-20 18:51:30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Java开发工程师</td>\n",
       "      <td>武大吉奥信息技术有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13209...</td>\n",
       "      <td>[广州-越秀区, 3-4年经验, 大专, 招3人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-05-20 18:50:28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>高级Java开发工程师 (MJ004050)</td>\n",
       "      <td>广州欢聚时代信息科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13209...</td>\n",
       "      <td>[广州-番禺区, 3-4年经验, 本科, 招2人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-05-20 18:40:40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3914</th>\n",
       "      <td>14</td>\n",
       "      <td>Cobol开发工程师</td>\n",
       "      <td>广州华钦软件技术有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/129965970...</td>\n",
       "      <td>[广州, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-04-30 09:21:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3915</th>\n",
       "      <td>15</td>\n",
       "      <td>Java开发工程师（实习）</td>\n",
       "      <td>广州思涵信息科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12824...</td>\n",
       "      <td>[广州-天河区, 在校生\\/应届生, 本科, 招1人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-04-29 15:35:46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3916</th>\n",
       "      <td>16</td>\n",
       "      <td>.NET开发工程师</td>\n",
       "      <td>广州矽云信息科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan-sdq\\/12855527...</td>\n",
       "      <td>[异地招聘, 在校生\\/应届生, 大专, 招3人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-04-19 14:54:24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3917</th>\n",
       "      <td>17</td>\n",
       "      <td>Web前端开发工程师</td>\n",
       "      <td>凯通科技股份有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12404...</td>\n",
       "      <td>[广州-黄埔区, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-05-19 10:48:40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3918</th>\n",
       "      <td>18</td>\n",
       "      <td>前端开发实习生\\/应届生</td>\n",
       "      <td>广州恒星网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12609...</td>\n",
       "      <td>[广州-天河区, 在校生\\/应届生, 大专, 招5人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-05-18 15:57:47</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3919 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      index                job_name       company_name  \\\n",
       "0         0               Java开发工程师  大连亿达信息技术有限公司深圳分公司   \n",
       "1         1               JAVA软件开发员         广州盖特软件有限公司   \n",
       "2         2               Java开发工程师       广州八斗软件科技有限公司   \n",
       "3         3               Java开发工程师       武大吉奥信息技术有限公司   \n",
       "4         4  高级Java开发工程师 (MJ004050)     广州欢聚时代信息科技有限公司   \n",
       "...     ...                     ...                ...   \n",
       "3914     14              Cobol开发工程师       广州华钦软件技术有限公司   \n",
       "3915     15           Java开发工程师（实习）       广州思涵信息科技有限公司   \n",
       "3916     16               .NET开发工程师       广州矽云信息科技有限公司   \n",
       "3917     17              Web前端开发工程师         凯通科技股份有限公司   \n",
       "3918     18            前端开发实习生\\/应届生       广州恒星网络科技有限公司   \n",
       "\n",
       "                                               job_href  \\\n",
       "0     https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13205...   \n",
       "1     https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/89622...   \n",
       "2     https:\\/\\/jobs.51job.com\\/guangzhou\\/119107844...   \n",
       "3     https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13209...   \n",
       "4     https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13209...   \n",
       "...                                                 ...   \n",
       "3914  https:\\/\\/jobs.51job.com\\/guangzhou\\/129965970...   \n",
       "3915  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12824...   \n",
       "3916  https:\\/\\/jobs.51job.com\\/foshan-sdq\\/12855527...   \n",
       "3917  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12404...   \n",
       "3918  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12609...   \n",
       "\n",
       "                    attribute_text companyind_text            issuedate  \n",
       "0        [广州-天河区, 3-4年经验, 大专, 招2人]           计算机软件  2021-05-20 09:34:50  \n",
       "1        [广州-花都区, 3-4年经验, 大专, 招3人]           计算机软件  2021-05-20 19:32:15  \n",
       "2              [广州, 2年经验, 大专, 招5人]           计算机软件  2021-05-20 18:51:30  \n",
       "3        [广州-越秀区, 3-4年经验, 大专, 招3人]           计算机软件  2021-05-20 18:50:28  \n",
       "4        [广州-番禺区, 3-4年经验, 本科, 招2人]           计算机软件  2021-05-20 18:40:40  \n",
       "...                            ...             ...                  ...  \n",
       "3914      [广州, 在校生\\/应届生, 本科, 招若干人]           计算机软件  2021-04-30 09:21:08  \n",
       "3915   [广州-天河区, 在校生\\/应届生, 本科, 招1人]           计算机软件  2021-04-29 15:35:46  \n",
       "3916     [异地招聘, 在校生\\/应届生, 大专, 招3人]           计算机软件  2021-04-19 14:54:24  \n",
       "3917  [广州-黄埔区, 在校生\\/应届生, 本科, 招若干人]           计算机软件  2021-05-19 10:48:40  \n",
       "3918   [广州-天河区, 在校生\\/应届生, 大专, 招5人]           计算机软件  2021-05-18 15:57:47  \n",
       "\n",
       "[3919 rows x 7 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_all = pd.concat(list_df).reset_index()\n",
    "display(df_all)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {},
   "outputs": [],
   "source": [
    "#存储\n",
    "with pd.ExcelWriter('后端开发+计算机软件+民营公司.xlsx',mode='w',engine=\"openpyxl\") as writer:  \n",
    "            df_all.to_excel(writer, sheet_name='职位列表页')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " 'https://jobs.51job.com/guangzhou-thq/127284178.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125678009.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/121930276.html?s=sou_sou_soulb&amp;t=0',\n",
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       " 'https://jobs.51job.com/guangzhou-hzq/131282964.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130475005.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/128714404.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-nsq/129787805.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/124724252.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-nsq/129778311.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/131272317.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130647226.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/129954893.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/124620110.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-lwq/126946839.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131217383.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/129857241.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/129644559.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/126076779.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131133223.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130575860.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/129702693.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/128473759.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/116523252.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125897306.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/121555960.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/129307236.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/127488742.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/124980583.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/130532778.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/117492203.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/121416573.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130762819.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131092452.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/126857116.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/foshan-sdq/128555309.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/99146780.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/124613648.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/125757159.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/105898756.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/127866860.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/131061294.html?s=sou_sou_soulb&amp;t=0',\n",
       " ...]"
      ]
     },
     "execution_count": 184,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 获取详细页内容\n",
    "href_list = df_all['job_href'].tolist()\n",
    "href_list\n",
    "# 修改为正确的链接\n",
    "href_list_accurate = [i.replace('\\\\','') for i in href_list]\n",
    "href_list_accurate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [],
   "source": [
    "detail_df = {}\n",
    "total_df = []\n",
    "# 下方数字，你要取多少改成多少页\n",
    "# 因为上方取出页数过多，全部展示时间很久，因此此处只展示40页，有兴趣可以下载更改数字查看其他结果\n",
    "for i in href_list_accurate[:40]:\n",
    "    r = session.get(i)\n",
    "    职位信息_xpath = '//div[@class=\"tBorderTop_box\"]/div[@class=\"bmsg job_msg inbox\"]/p/text()'\n",
    "    职位名称_xpath = '//div[@class=\"cn\"]/h1/@title'\n",
    "    职位信息 = r.html.xpath(职位信息_xpath)\n",
    "    职位信息_合并 = \"\".join(职位信息)\n",
    "    职位名称 = r.html.xpath(职位名称_xpath)\n",
    "    detail_df[\"职位名称\"] = 职位名称\n",
    "    detail_df[\"职位信息\"] = 职位信息_合并\n",
    "    detail_df[\"链接\"] = i\n",
    "    df = pd.DataFrame(detail_df)\n",
    "    total_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Java开发工程师</td>\n",
       "      <td>岗位职责1.负责业务平台系统API设计和功能开发； 2.负责系统功能设计与相关文档的编写；任...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/132057384...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>JAVA软件开发员</td>\n",
       "      <td>盖特软件20年专业箱包行业ERP，原价22万元一套，现完全免费了，为扩大市场占有率，招大量业...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hdq/89622233....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Java开发工程师</td>\n",
       "      <td>岗位职责：1、根据需求文档及相关系统设计，完成系统功能模块的开发；2、按照项目要求，按时提交...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/119107844.htm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Java开发工程师</td>\n",
       "      <td>武大吉奥广州分公司扎根于广州，辐射广东地区，致力于提供自然资源信息化解决方案；本岗位负责广东...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-yxq/132091257...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>高级Java开发工程师 (MJ004050) (职位编号：MJ004050)</td>\n",
       "      <td>岗位职责：主要负责广告平台算法引擎组的技术研发工作，智能广告投放、广告邮件营销等。岗位要求：...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/132091083...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>大数据工程师</td>\n",
       "      <td>专业素质要求：1、3年以上相关工作经验；2、熟悉Linux开发环境，具备Linux系统分析能...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/132090831...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>.NET开发工程师</td>\n",
       "      <td>岗位职责：1、参与项目的需求分析，完成负责项目的系统设计；2、独立承担项目开发任务，维护现有...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/87655990....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Wordpress/PHP程序员</td>\n",
       "      <td>一、岗位职责1. 计算机相关专业；2、参与微信小程序开发；3、微信小程序开发上线后的优化与迭...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-byq/87450007....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>web全栈工程师</td>\n",
       "      <td>岗位职责：1、负责公司WebGIS项目定制开发和维护工作。2、负责项目需求追踪、保障项目实施...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-yxq/131014309...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>高级java后端工程师</td>\n",
       "      <td>工作职责：1. 负责游戏功能设计及实现；2. 与策划沟通并实现功能；3.实现游戏的底层架构及...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/122805030.htm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>软件开发工程师</td>\n",
       "      <td>1，负责区块链DAPP源码解析，深度调研，区块链相关软件应用开发。2，区块链矿业项目深度研究...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/132087441...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>JAVA中高级开发工程师（大数据方向） (职位编号：01)</td>\n",
       "      <td>工作内容：1、根据产品经理设计，完成产品功能模块的逻辑梳理、接口设计和开发；2、完成功能模块...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/131939331...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>软件开发工程师</td>\n",
       "      <td>【岗位职责】1、负责自主信息安全产品开发及维护。2、负责一些小规模的桌面程序开发。3、独立完...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/131297169...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Java软件工程师</td>\n",
       "      <td>1) 认同企业价值观2) 计算机相关专业本科及以上学历；3) 3年以上工作经验，具有2年以上...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/66609378.html...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>JAVA高级软件工程师</td>\n",
       "      <td>岗位职责：1、参与系统的需求调研和需求分析，撰写相关技术文档。2、搭建系统开发环境，完成系统...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/51472179.html...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>大数据开发工程师（Y-HZ05）</td>\n",
       "      <td>岗位职责</td>\n",
       "      <td>https://jobs.51job.com/yichang-xlq/132084162.h...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>技术经理</td>\n",
       "      <td>1、承接上级安排的任务，主要负责平台系统的整体设计和核心模块开发。2、参与系统的需求挖掘与分...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-yxq/131779840...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>移动端架构师</td>\n",
       "      <td>任职要求：</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/132064704...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Java开发工程师</td>\n",
       "      <td>1、与团队及其他部门紧密合作，设计产品和各项功能；2、负责分析项目需求，并实现项目主业务的代...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/116635815...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>高级大数据开发工程师</td>\n",
       "      <td>1、负责大数据分析项目中，大数据存储与计算的实现；2、负责利用Spark做数据清洗、转换、加...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/129238279...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Java开发工程师</td>\n",
       "      <td>岗位职责：1、 熟悉公司各生产业务线，了解公司业务流程、相关系统架构；2、 负责业务平台后台...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/92903822....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Java开发工程师</td>\n",
       "      <td>1、计算机或相关专业专科科以上学历，3年以上JAVA实际开发经验；2、参与过企业应用的核心模...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/129470130...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Java开发工程师</td>\n",
       "      <td>岗位职责：1. 参与公司CPS系统的技术落实与开发；2. 保证代码的可读性和可维护性,并完成...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/95056623....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>C语言开发工程师 (职位编号：01)</td>\n",
       "      <td>1. 熟悉Linux下c语言开发，计算机或相关专业2. 掌握TCP/IP等计算机网络通信协议...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/131541696...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Java开发工程师</td>\n",
       "      <td>1、大专学历，计算机相关专业1年以上工作经验；2、沟通能力良好，工作踏实诚恳。接受外派驻场开...</td>\n",
       "      <td>https://jobs.51job.com/shenzhen-ytq/131735863....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>c/s开发工程师（广州）</td>\n",
       "      <td>1、精通C#语言，3年以上WinForm项目实战经验；2、熟练使用DevExpress等...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/129129644...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Java中级开发工程师</td>\n",
       "      <td>1、依据产品需求，进行技术编码、调试、单元测试，能够对核心技术问题进行解决；        ...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/130583437.htm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>GO开发工程师</td>\n",
       "      <td>1、负责流量管理调度系统的设计和开发；2、负责运维自动化架构和流程的设计和开发；3、核心代码...</td>\n",
       "      <td>https://jobs.51job.com/zhuhai-xzq/124339398.ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Java中级开发工程师</td>\n",
       "      <td>岗位职责：1. 负责按照要求完成各类设计文档，并参与开发。2. 使用JAVA与数据库语言进行...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-yxq/131582613...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>全栈开发工程师</td>\n",
       "      <td>职责描述：1. 数据平台多终端产品的分析、设计、开发和优化2. 开发规范、流程、构建、文档等...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/132072055...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>高级/资深Java开发工程师（非外包）</td>\n",
       "      <td>1、负责公司大数据项目后台系统代码设计与开发，确保功能按时交付；编写、审查和维护技术文档；2...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/126668693...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ETL工程师（北京）</td>\n",
       "      <td>职责描述：1、根据项目需要，独立完成现场产品部署、调试及发布；2、项目实施过程中，基于产品完...</td>\n",
       "      <td>https://jobs.51job.com/beijing-hdq/130202576.h...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Java中级开发工程师 (职位编号：KY-HR-2020V007)</td>\n",
       "      <td></td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/121941008...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>JAVA开发</td>\n",
       "      <td>1)参与公司各JAVA项目的设计和实现；2)负责产品技术架构的改进，性能优化；3)与设备开发...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-byq/81473473....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>PHP开发工程师</td>\n",
       "      <td>岗位职责：1、独立或者分组进行针对项目需求的功能开发和优化；2、对现有产品进行二次开发；3、...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/131257246.htm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>PHP开发工程师</td>\n",
       "      <td>1、参与公司自有项目的后端程序的技术研发工作，包括技术架构设计、重构、优化，根据产品规划及技...</td>\n",
       "      <td>https://jobs.51job.com/foshan-ccq/125446736.ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Java开发工程师-GZBCS01</td>\n",
       "      <td>岗位职责：1、根据项目要求完成相关开发工作；2、相关文档的编写；3、完成领导交办的其他工作。...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/132064738...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>嵌入式软件工程师</td>\n",
       "      <td>岗位职责：1、参与项目需求分析，参与搭建系统框架和核心模块的设计；2、根据项目进度完成代码开...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/126476035...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>java开发工程师</td>\n",
       "      <td>1. 参与用户需求调研、需求讨论、需求分析。2. 参与系统开发过程中需求的解释工作，负责开发...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/132061468...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>JAVA 软件工程师</td>\n",
       "      <td>1、本科及以上学历，本科要求三年以上工作经验，硕士要求二年以上工作经验；</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/118930498...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     职位名称  \\\n",
       "0                               Java开发工程师   \n",
       "0                               JAVA软件开发员   \n",
       "0                               Java开发工程师   \n",
       "0                               Java开发工程师   \n",
       "0  高级Java开发工程师 (MJ004050) (职位编号：MJ004050)   \n",
       "0                                  大数据工程师   \n",
       "0                               .NET开发工程师   \n",
       "0                        Wordpress/PHP程序员   \n",
       "0                                web全栈工程师   \n",
       "0                             高级java后端工程师   \n",
       "0                                 软件开发工程师   \n",
       "0           JAVA中高级开发工程师（大数据方向） (职位编号：01)   \n",
       "0                                 软件开发工程师   \n",
       "0                               Java软件工程师   \n",
       "0                             JAVA高级软件工程师   \n",
       "0                        大数据开发工程师（Y-HZ05）   \n",
       "0                                    技术经理   \n",
       "0                                  移动端架构师   \n",
       "0                               Java开发工程师   \n",
       "0                              高级大数据开发工程师   \n",
       "0                               Java开发工程师   \n",
       "0                               Java开发工程师   \n",
       "0                               Java开发工程师   \n",
       "0                      C语言开发工程师 (职位编号：01)   \n",
       "0                               Java开发工程师   \n",
       "0                            c/s开发工程师（广州）   \n",
       "0                             Java中级开发工程师   \n",
       "0                                 GO开发工程师   \n",
       "0                             Java中级开发工程师   \n",
       "0                                 全栈开发工程师   \n",
       "0                     高级/资深Java开发工程师（非外包）   \n",
       "0                              ETL工程师（北京）   \n",
       "0       Java中级开发工程师 (职位编号：KY-HR-2020V007)   \n",
       "0                                  JAVA开发   \n",
       "0                                PHP开发工程师   \n",
       "0                                PHP开发工程师   \n",
       "0                       Java开发工程师-GZBCS01   \n",
       "0                                嵌入式软件工程师   \n",
       "0                               java开发工程师   \n",
       "0                              JAVA 软件工程师   \n",
       "\n",
       "                                                职位信息  \\\n",
       "0  岗位职责1.负责业务平台系统API设计和功能开发； 2.负责系统功能设计与相关文档的编写；任...   \n",
       "0  盖特软件20年专业箱包行业ERP，原价22万元一套，现完全免费了，为扩大市场占有率，招大量业...   \n",
       "0  岗位职责：1、根据需求文档及相关系统设计，完成系统功能模块的开发；2、按照项目要求，按时提交...   \n",
       "0  武大吉奥广州分公司扎根于广州，辐射广东地区，致力于提供自然资源信息化解决方案；本岗位负责广东...   \n",
       "0  岗位职责：主要负责广告平台算法引擎组的技术研发工作，智能广告投放、广告邮件营销等。岗位要求：...   \n",
       "0  专业素质要求：1、3年以上相关工作经验；2、熟悉Linux开发环境，具备Linux系统分析能...   \n",
       "0  岗位职责：1、参与项目的需求分析，完成负责项目的系统设计；2、独立承担项目开发任务，维护现有...   \n",
       "0  一、岗位职责1. 计算机相关专业；2、参与微信小程序开发；3、微信小程序开发上线后的优化与迭...   \n",
       "0  岗位职责：1、负责公司WebGIS项目定制开发和维护工作。2、负责项目需求追踪、保障项目实施...   \n",
       "0  工作职责：1. 负责游戏功能设计及实现；2. 与策划沟通并实现功能；3.实现游戏的底层架构及...   \n",
       "0  1，负责区块链DAPP源码解析，深度调研，区块链相关软件应用开发。2，区块链矿业项目深度研究...   \n",
       "0  工作内容：1、根据产品经理设计，完成产品功能模块的逻辑梳理、接口设计和开发；2、完成功能模块...   \n",
       "0  【岗位职责】1、负责自主信息安全产品开发及维护。2、负责一些小规模的桌面程序开发。3、独立完...   \n",
       "0  1) 认同企业价值观2) 计算机相关专业本科及以上学历；3) 3年以上工作经验，具有2年以上...   \n",
       "0  岗位职责：1、参与系统的需求调研和需求分析，撰写相关技术文档。2、搭建系统开发环境，完成系统...   \n",
       "0                                               岗位职责   \n",
       "0  1、承接上级安排的任务，主要负责平台系统的整体设计和核心模块开发。2、参与系统的需求挖掘与分...   \n",
       "0                                              任职要求：   \n",
       "0  1、与团队及其他部门紧密合作，设计产品和各项功能；2、负责分析项目需求，并实现项目主业务的代...   \n",
       "0  1、负责大数据分析项目中，大数据存储与计算的实现；2、负责利用Spark做数据清洗、转换、加...   \n",
       "0  岗位职责：1、 熟悉公司各生产业务线，了解公司业务流程、相关系统架构；2、 负责业务平台后台...   \n",
       "0  1、计算机或相关专业专科科以上学历，3年以上JAVA实际开发经验；2、参与过企业应用的核心模...   \n",
       "0  岗位职责：1. 参与公司CPS系统的技术落实与开发；2. 保证代码的可读性和可维护性,并完成...   \n",
       "0  1. 熟悉Linux下c语言开发，计算机或相关专业2. 掌握TCP/IP等计算机网络通信协议...   \n",
       "0  1、大专学历，计算机相关专业1年以上工作经验；2、沟通能力良好，工作踏实诚恳。接受外派驻场开...   \n",
       "0    1、精通C#语言，3年以上WinForm项目实战经验；2、熟练使用DevExpress等...   \n",
       "0  1、依据产品需求，进行技术编码、调试、单元测试，能够对核心技术问题进行解决；        ...   \n",
       "0  1、负责流量管理调度系统的设计和开发；2、负责运维自动化架构和流程的设计和开发；3、核心代码...   \n",
       "0  岗位职责：1. 负责按照要求完成各类设计文档，并参与开发。2. 使用JAVA与数据库语言进行...   \n",
       "0  职责描述：1. 数据平台多终端产品的分析、设计、开发和优化2. 开发规范、流程、构建、文档等...   \n",
       "0  1、负责公司大数据项目后台系统代码设计与开发，确保功能按时交付；编写、审查和维护技术文档；2...   \n",
       "0  职责描述：1、根据项目需要，独立完成现场产品部署、调试及发布；2、项目实施过程中，基于产品完...   \n",
       "0                                                      \n",
       "0  1)参与公司各JAVA项目的设计和实现；2)负责产品技术架构的改进，性能优化；3)与设备开发...   \n",
       "0  岗位职责：1、独立或者分组进行针对项目需求的功能开发和优化；2、对现有产品进行二次开发；3、...   \n",
       "0  1、参与公司自有项目的后端程序的技术研发工作，包括技术架构设计、重构、优化，根据产品规划及技...   \n",
       "0  岗位职责：1、根据项目要求完成相关开发工作；2、相关文档的编写；3、完成领导交办的其他工作。...   \n",
       "0  岗位职责：1、参与项目需求分析，参与搭建系统框架和核心模块的设计；2、根据项目进度完成代码开...   \n",
       "0  1. 参与用户需求调研、需求讨论、需求分析。2. 参与系统开发过程中需求的解释工作，负责开发...   \n",
       "0               1、本科及以上学历，本科要求三年以上工作经验，硕士要求二年以上工作经验；   \n",
       "\n",
       "                                                  链接  \n",
       "0  https://jobs.51job.com/guangzhou-thq/132057384...  \n",
       "0  https://jobs.51job.com/guangzhou-hdq/89622233....  \n",
       "0  https://jobs.51job.com/guangzhou/119107844.htm...  \n",
       "0  https://jobs.51job.com/guangzhou-yxq/132091257...  \n",
       "0  https://jobs.51job.com/guangzhou-pyq/132091083...  \n",
       "0  https://jobs.51job.com/guangzhou-hpq/132090831...  \n",
       "0  https://jobs.51job.com/guangzhou-thq/87655990....  \n",
       "0  https://jobs.51job.com/guangzhou-byq/87450007....  \n",
       "0  https://jobs.51job.com/guangzhou-yxq/131014309...  \n",
       "0  https://jobs.51job.com/guangzhou/122805030.htm...  \n",
       "0  https://jobs.51job.com/guangzhou-thq/132087441...  \n",
       "0  https://jobs.51job.com/guangzhou-thq/131939331...  \n",
       "0  https://jobs.51job.com/guangzhou-hpq/131297169...  \n",
       "0  https://jobs.51job.com/guangzhou/66609378.html...  \n",
       "0  https://jobs.51job.com/guangzhou/51472179.html...  \n",
       "0  https://jobs.51job.com/yichang-xlq/132084162.h...  \n",
       "0  https://jobs.51job.com/guangzhou-yxq/131779840...  \n",
       "0  https://jobs.51job.com/guangzhou-hpq/132064704...  \n",
       "0  https://jobs.51job.com/guangzhou-hpq/116635815...  \n",
       "0  https://jobs.51job.com/guangzhou-thq/129238279...  \n",
       "0  https://jobs.51job.com/guangzhou-thq/92903822....  \n",
       "0  https://jobs.51job.com/guangzhou-thq/129470130...  \n",
       "0  https://jobs.51job.com/guangzhou-thq/95056623....  \n",
       "0  https://jobs.51job.com/guangzhou-thq/131541696...  \n",
       "0  https://jobs.51job.com/shenzhen-ytq/131735863....  \n",
       "0  https://jobs.51job.com/guangzhou-hpq/129129644...  \n",
       "0  https://jobs.51job.com/guangzhou/130583437.htm...  \n",
       "0  https://jobs.51job.com/zhuhai-xzq/124339398.ht...  \n",
       "0  https://jobs.51job.com/guangzhou-yxq/131582613...  \n",
       "0  https://jobs.51job.com/guangzhou-thq/132072055...  \n",
       "0  https://jobs.51job.com/guangzhou-thq/126668693...  \n",
       "0  https://jobs.51job.com/beijing-hdq/130202576.h...  \n",
       "0  https://jobs.51job.com/guangzhou-hpq/121941008...  \n",
       "0  https://jobs.51job.com/guangzhou-byq/81473473....  \n",
       "0  https://jobs.51job.com/guangzhou/131257246.htm...  \n",
       "0  https://jobs.51job.com/foshan-ccq/125446736.ht...  \n",
       "0  https://jobs.51job.com/guangzhou-thq/132064738...  \n",
       "0  https://jobs.51job.com/guangzhou-hpq/126476035...  \n",
       "0  https://jobs.51job.com/guangzhou-thq/132061468...  \n",
       "0  https://jobs.51job.com/guangzhou-thq/118930498...  "
      ]
     },
     "execution_count": 190,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_all = pd.concat(total_df)\n",
    "df_all.head(40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {},
   "outputs": [],
   "source": [
    "#存储参考代码\n",
    "with pd.ExcelWriter('后端开发+计算机软件+民营公司.xlsx',mode='w',engine=\"openpyxl\") as writer:  \n",
    "            df_all.to_excel(writer, sheet_name='职位列表页')"
   ]
  }
 ],
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